{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 决策树\n",
    "* 决策树（DT）是一种用于分类和回归的非参数监督学习方法。目的是创建一个模型，通过学习从数据特征推断出的简单决策规则来预测目标变量的值。\n",
    "\n",
    "### 决策树的优点\n",
    "* 易于理解和解释。树木可以可视化。\n",
    "* 需要很少的数据准备。其他技术通常需要数据规范化，需要创建伪变量并删除空白值。但是请注意，此模块不支持缺少的值。\n",
    "* 使用树的成本（即预测数据）与用于训练树的数据点数量成对数。\n",
    "* 能够处理数字和分类数据。其他技术通常专用于分析仅具有一种类型的变量的数据集。有关更多信息，请参见算法。\n",
    "* 能够处理多输出问题。\n",
    "* 使用白盒模型。如果模型中可以观察到给定的情况，则可以通过布尔逻辑轻松解释条件。相反，在黑匣子模型中（例如，在人工神经网络中），结果可能更难以解释。\n",
    "* 可以使用统计测试来验证模型。这使得考虑模型的可靠性成为可能。\n",
    "* 即使生成数据的真实模型在某种程度上违反了它的假设，也可以表现良好。\n",
    "\n",
    "### 决策树的缺点包括：\n",
    "* 决策树学习者可能会创建过于复杂的树，从而无法很好地概括数据。这称为过度拟合。为避免此问题，必须使用诸如修剪（当前不支持），设置叶节点处所需的最小样本数或设置树的最大深度之类的机制。\n",
    "\n",
    "* 决策树可能不稳定，因为数据中的细微变化可能会导致生成完全不同的树。通过使用集成中的决策树可以缓解此问题。\n",
    "\n",
    "* 在最优性的几个方面，甚至对于简单的概念，学习最优决策树的问题都被认为是NP完全的。因此，实用的决策树学习算法基于启发式算法（例如贪婪算法），其中在每个节点上做出局部最优决策。这样的算法不能保证返回全局最优决策树。可以通过在整体学习器中训练多棵树来缓解这种情况，在该学习器中，特征和样本通过替换随机抽样。\n",
    "\n",
    "* 有些概念很难学习，因为决策树无法轻松表达它们，例如XOR，奇偶校验或多路复用器问题。\n",
    "\n",
    "* 如果某些类别占主导地位，决策树学习者会创建有偏见的树。因此，建议在与决策树拟合之前平衡数据集。\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.10.1 分类\n",
    "* DecisionTreeClassifier 是能够对数据集执行多类分类的类。\n",
    "* * 与其他分类器一样，DecisionTreeClassifier将两个数组作为输入：大小为稀疏或密集的数组X，用于 容纳训练样本，大小为整数Y的数组Y，用于存储训练样本的类标签："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T13:48:09.642300Z",
     "start_time": "2020-04-20T13:48:04.369996Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1])"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import tree\n",
    "x = [[0,0],[1,1]]\n",
    "y = [0,1]\n",
    "clf = tree.DecisionTreeClassifier()\n",
    "clf = clf.fit(x,y)\n",
    "clf.predict([[2,2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T13:48:59.205788Z",
     "start_time": "2020-04-20T13:48:59.199803Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 1.]])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 或者，可以预测每个类别的概率，这是叶子中相同类别的训练样本的分数：\n",
    "clf.predict_proba([[2,2]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### DecisionTreeClassifier 具有二进制（标签为[-1，1]）和多类（标签为[0，…，K-1]）分类的能力。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T14:00:28.597607Z",
     "start_time": "2020-04-20T14:00:28.170666Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(167.4, 199.32, 'X[3] <= 0.8\\ngini = 0.667\\nsamples = 150\\nvalue = [50, 50, 50]'),\n",
       " Text(141.64615384615385, 163.07999999999998, 'gini = 0.0\\nsamples = 50\\nvalue = [50, 0, 0]'),\n",
       " Text(193.15384615384616, 163.07999999999998, 'X[3] <= 1.75\\ngini = 0.5\\nsamples = 100\\nvalue = [0, 50, 50]'),\n",
       " Text(103.01538461538462, 126.83999999999999, 'X[2] <= 4.95\\ngini = 0.168\\nsamples = 54\\nvalue = [0, 49, 5]'),\n",
       " Text(51.50769230769231, 90.6, 'X[3] <= 1.65\\ngini = 0.041\\nsamples = 48\\nvalue = [0, 47, 1]'),\n",
       " Text(25.753846153846155, 54.359999999999985, 'gini = 0.0\\nsamples = 47\\nvalue = [0, 47, 0]'),\n",
       " Text(77.26153846153846, 54.359999999999985, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 1]'),\n",
       " Text(154.52307692307693, 90.6, 'X[3] <= 1.55\\ngini = 0.444\\nsamples = 6\\nvalue = [0, 2, 4]'),\n",
       " Text(128.76923076923077, 54.359999999999985, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 3]'),\n",
       " Text(180.27692307692308, 54.359999999999985, 'X[0] <= 6.95\\ngini = 0.444\\nsamples = 3\\nvalue = [0, 2, 1]'),\n",
       " Text(154.52307692307693, 18.119999999999976, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 2, 0]'),\n",
       " Text(206.03076923076924, 18.119999999999976, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 1]'),\n",
       " Text(283.2923076923077, 126.83999999999999, 'X[2] <= 4.85\\ngini = 0.043\\nsamples = 46\\nvalue = [0, 1, 45]'),\n",
       " Text(257.53846153846155, 90.6, 'X[0] <= 5.95\\ngini = 0.444\\nsamples = 3\\nvalue = [0, 1, 2]'),\n",
       " Text(231.7846153846154, 54.359999999999985, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 1, 0]'),\n",
       " Text(283.2923076923077, 54.359999999999985, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 2]'),\n",
       " Text(309.04615384615386, 90.6, 'gini = 0.0\\nsamples = 43\\nvalue = [0, 0, 43]')]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用iris数据集，我们按照下列方式构建树\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn import tree\n",
    "#import matplotlib.pyplot as plt\n",
    "\n",
    "iris=load_iris()\n",
    "x,y =load_iris(return_X_y=True)\n",
    "clf = tree.DecisionTreeClassifier()\n",
    "clf = clf.fit(x,y)\n",
    "\n",
    "# 训练后，可以使用plot_tree绘制树\n",
    "tree.plot_tree(clf.fit(iris.data,iris.target))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T14:15:31.938369Z",
     "start_time": "2020-04-20T14:15:31.884500Z"
    }
   },
   "outputs": [
    {
     "ename": "ExecutableNotFound",
     "evalue": "failed to execute ['dot', '-Tpdf', '-O', 'iris'], make sure the Graphviz executables are on your systems' PATH",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m          Traceback (most recent call last)",
      "\u001b[1;32mF:\\Anaconda\\lib\\site-packages\\graphviz\\backend.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(cmd, input, capture_output, check, quiet, **kwargs)\u001b[0m\n\u001b[0;32m    158\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 159\u001b[1;33m         \u001b[0mproc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msubprocess\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstartupinfo\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mget_startupinfo\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    160\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mF:\\Anaconda\\lib\\subprocess.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, args, bufsize, executable, stdin, stdout, stderr, preexec_fn, close_fds, shell, cwd, env, universal_newlines, startupinfo, creationflags, restore_signals, start_new_session, pass_fds, encoding, errors, text)\u001b[0m\n\u001b[0;32m    774\u001b[0m                                 \u001b[0merrread\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrwrite\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 775\u001b[1;33m                                 restore_signals, start_new_session)\n\u001b[0m\u001b[0;32m    776\u001b[0m         \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mF:\\Anaconda\\lib\\subprocess.py\u001b[0m in \u001b[0;36m_execute_child\u001b[1;34m(self, args, executable, preexec_fn, close_fds, pass_fds, cwd, env, startupinfo, creationflags, shell, p2cread, p2cwrite, c2pread, c2pwrite, errread, errwrite, unused_restore_signals, unused_start_new_session)\u001b[0m\n\u001b[0;32m   1177\u001b[0m                                          \u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfspath\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcwd\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mcwd\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1178\u001b[1;33m                                          startupinfo)\n\u001b[0m\u001b[0;32m   1179\u001b[0m             \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [WinError 2] 系统找不到指定的文件。",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mExecutableNotFound\u001b[0m         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-13-19f49baf10a0>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mdot_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtree\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexport_graphviz\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mclf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mout_file\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[0mgraph\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgraphviz\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSource\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdot_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[0mgraph\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrender\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"iris\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mF:\\Anaconda\\lib\\site-packages\\graphviz\\files.py\u001b[0m in \u001b[0;36mrender\u001b[1;34m(self, filename, directory, view, cleanup, format, renderer, formatter, quiet, quiet_view)\u001b[0m\n\u001b[0;32m    207\u001b[0m         rendered = backend.render(self._engine, format, filepath,\n\u001b[0;32m    208\u001b[0m                                   \u001b[0mrenderer\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformatter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mformatter\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 209\u001b[1;33m                                   quiet=quiet)\n\u001b[0m\u001b[0;32m    210\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    211\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mcleanup\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mF:\\Anaconda\\lib\\site-packages\\graphviz\\backend.py\u001b[0m in \u001b[0;36mrender\u001b[1;34m(engine, format, filepath, renderer, formatter, quiet)\u001b[0m\n\u001b[0;32m    204\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    205\u001b[0m         \u001b[0mcwd\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 206\u001b[1;33m     \u001b[0mrun\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcapture_output\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcwd\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcwd\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcheck\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mquiet\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mquiet\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    207\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mrendered\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    208\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mF:\\Anaconda\\lib\\site-packages\\graphviz\\backend.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(cmd, input, capture_output, check, quiet, **kwargs)\u001b[0m\n\u001b[0;32m    160\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    161\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrno\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0merrno\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mENOENT\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 162\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mExecutableNotFound\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    163\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    164\u001b[0m             \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mExecutableNotFound\u001b[0m: failed to execute ['dot', '-Tpdf', '-O', 'iris'], make sure the Graphviz executables are on your systems' PATH"
     ]
    }
   ],
   "source": [
    "# 我们还可以使用导出器以Graphviz格式导出树export_graphviz 。\n",
    "# 以下是在整个虹膜数据集上训练的上述树的示例graphviz导出；\n",
    "##结果保存在输出文件中iris.pdf\n",
    "import graphviz\n",
    "dot_data = tree.export_graphviz(clf,out_file=None)\n",
    "graph = graphviz.Source(dot_data)\n",
    "graph.render(\"iris\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T14:12:18.253603Z",
     "start_time": "2020-04-20T14:11:52.066000Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting graphviz\n",
      "  Using cached graphviz-0.13.2-py2.py3-none-any.whl (17 kB)\n",
      "Installing collected packages: graphviz\n",
      "Successfully installed graphviz-0.13.2\n"
     ]
    }
   ],
   "source": [
    "!pip install graphviz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.10.5 实用技巧\n",
    "* 决策树倾向于对具有大量功能的数据进行过拟合。获得正确的样本数量与特征数量之比很重要，因为在高维空间中只有少量样本的树很可能过拟合。\n",
    "\n",
    "* 考虑预先执行降维（PCA， ICA或“ 特征选择”），以使您的树有更好的机会找到具有区别性的特征。\n",
    "\n",
    "* 了解决策树的结构将有助于获得有关决策树如何进行预测的更多见解，这对于理解数据中的重要特征非常重要。\n",
    "\n",
    "* 使用该export 功能在训练时可视化您的树。使用max_depth=3作为初始树深度得到的树是如何装修你的数据的感觉，再增加深度。\n",
    "\n",
    "* 请记住，填充树所需的样本数量对于树增长到的每个附加级别都会增加一倍。使用max_depth控制树，以防止过度拟合的大小。\n",
    "\n",
    "* 通过控制将要考虑的拆分，使用min_samples_split或min_samples_leaf确保多个样本通知树中的每个决策。数量很少通常意味着树会过拟合，而数量很大将阻止树学习数据。尝试 min_samples_leaf=5作为初始值。如果样本大小变化很大，则可以将浮点数用作这两个参数中的百分比。尽管min_samples_split可以创建任意小的叶子，但要 min_samples_leaf确保每个叶子都具有最小的大小，避免在回归问题中出现低方差，过度拟合的叶子节点。对于很少分类的分类，min_samples_leaf=1通常是最佳选择。\n",
    "\n",
    "* 在训练之前平衡数据集，以防止树偏向主导类。可以通过从每个类别中采样相等数量的样本，或者最好通过将每个类别的样本权重之和（sample_weight）归一化为相同值来完成类别平衡。另请注意，基于权重的预修剪标准（例如）min_weight_fraction_leaf将比不了解样本权重的标准（例如）偏向优势类别min_samples_leaf。\n",
    "\n",
    "* 如果对样本进行加权，则使用基于权重的预修剪标准（例如）可以更轻松地优化树结构 min_weight_fraction_leaf，以确保叶节点至少包含样本权重总和的一小部分。\n",
    "\n",
    "* 所有决策树在np.float32内部使用数组。如果训练数据不是这种格式，则将复制数据集。\n",
    "\n",
    "* 如果输入矩阵X非常稀疏，建议csc_matrix在调用fit之前将其转换为稀疏，并csr_matrix在调用predict 之前将其稀疏 。当特征在大多数样本中为零时，与稀疏矩阵输入相比，稀疏矩阵输入的训练时间可以快几个数量级。"
   ]
  },
  {
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"
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"
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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 树算法：ID3，C4.5，C5.0和CART¶\n",
    "* ID3（迭代二分法3）由Ross Quinlan于1986年开发。该算法创建多路树，为每个节点（即，以贪婪的方式）找到分类特征，该分类特征将为分类目标产生最大的信息增益。将树长到最大大小，然后通常应用修剪步骤以提高树概括未见数据的能力。\n",
    "\n",
    "* C4.5是ID3的后继版本，并通过动态定义离散属性（基于数字变量）来消除要素必须分类的限制，该离散属性将连续属性值划分为离散的间隔集。C4.5将训练后的树（即ID3算法的输出）转换为if-then规则集。然后评估每个规则的这些准确性，以确定应该应用它们的顺序。如果没有规则，规则的准确性会提高，则删除规则的先决条件即可进行修剪。\n",
    "\n",
    "* C5.0是Quinlan在专有许可下的最新版本。与C4.5相比，它使用更少的内存并构建更小的规则集，同时更加准确。\n",
    "\n",
    "* CART（分类树和回归树）与C4.5非常相似，但是区别在于它支持数字目标变量（回归）并且不计算规则集。CART使用在每个节点处产生最大信息增益的特征和阈值构造二叉树。\n",
    "\n",
    "* scikit-learn使用CART算法的优化版本；但是，scikit-learn实现暂时不支持分类变量。\n",
    "\n",
    "### 1.10.7 数学公式\n",
    "* ![%E6%95%B0%E5%AD%A6%E5%85%AC%E5%BC%8F.png](attachment:%E6%95%B0%E5%AD%A6%E5%85%AC%E5%BC%8F.png)\n",
    "\n",
    "#### 1.10.7.1 分类标准\n",
    "![%E5%88%86%E7%B1%BB%E6%A0%87%E5%87%86.png](attachment:%E5%88%86%E7%B1%BB%E6%A0%87%E5%87%86.png)\n",
    "\n",
    "#### 1.10.7.2 回归标准\n",
    "![%E5%9B%9E%E5%BD%92%E6%A0%87%E5%87%86.png](attachment:%E5%9B%9E%E5%BD%92%E6%A0%87%E5%87%86.png)\n",
    "\n",
    "#### 1.10.7.8 最小的成本复杂性的修剪![%E6%9C%80%E5%B0%8F%E6%88%90%E6%9C%AC%E5%A4%8D%E6%9D%82%E6%80%A7%E7%9A%84%E4%BF%AE%E5%89%AA.png](attachment:%E6%9C%80%E5%B0%8F%E6%88%90%E6%9C%AC%E5%A4%8D%E6%9D%82%E6%80%A7%E7%9A%84%E4%BF%AE%E5%89%AA.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 参考实例：https://www.jianshu.com/p/8863641a30b1\n",
    "###### https://blog.csdn.net/weixin_38273255/article/details/88792177\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## sklearn 中tree 使用介绍\n",
    "* sklearn.tree.DecisionTreeClassifier\n",
    "\n",
    "* * class sklearn.tree.DecisionTreeClassifier(criterion='gini', splitter='best', max_depth=None, min_samples_split=2, min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features=None, random_state=None, max_leaf_nodes=None, min_impurity_decrease=0.0, min_impurity_split=None, class_weight=None, presort='deprecated', ccp_alpha=0.0)\n",
    "\n",
    "### 参量\n",
    "* criterion:{\"gini\",\"entropy\"},default=\"gini\"\n",
    "* * 衡量分割质量的功能。支持的标准是对基尼杂质的“基尼”和对信息增益的“熵”。\n",
    "\n",
    "* splitter{“best”, “random”}, default=”best”\n",
    "* * 用于在每个节点上选择拆分的策略。支持的策略是“最佳”选择最佳拆分，“随机”选择最佳随机拆分。\n",
    "\n",
    "* max_depthint, default=None\n",
    "* * 树的最大深度。如果为None，则将节点展开，直到所有叶子都是纯净的，或者直到所有叶子都包含少于min_samples_split个样本。\n",
    "\n",
    "* min_samples_splitint or float, default=2\n",
    "* * 拆分内部节点所需的最少样本数：\n",
    "\n",
    "* * * 如果为int,则认为min_samples_split是最小值。\n",
    "* * * 如果为float，min_samples_split则为分数， 是每个拆分的最小样本数。ceil(min_samples_split * n_samples)\n",
    "\n",
    "* min_samples_leaf int or float, default=1\n",
    "* * 在叶节点处需要的最小样本数。只有min_samples_leaf在左分支和右分支中的每个分支上至少留有训练样本的情况下，才会考虑任何深度的分裂点。这可能具有平滑模型的效果，尤其是在回归中\n",
    "* * * 如果为int，则认为min_samples_leaf是最小值。\n",
    "* * * 如果为float，min_samples_leaf则为分数， 是每个节点的最小样本数。ceil(min_samples_leaf * n_samples)\n",
    "\n",
    "* min_weight_fraction_leaf  float, default=0.0\n",
    "* * 在所有叶节点处（所有输入样本）的权重总和中的最小加权分数。如果未提供sample_weight，则样本的权重相等。\n",
    "\n",
    "* max_features: int,float 或{\"auto\",\"sqrt\",\"log2\"},默认无\n",
    "* * 寻找最佳分割时要考虑的功能数量\n",
    "* * * 如果为int,则max_features 在每个分割处考虑特征\n",
    "* * * 如果float,max_features为最小数，并在每次拆分是考虑要素\n",
    "* * * * int(max_features * n_features)\n",
    "* * * If “auto”, then max_features=sqrt(n_features).\n",
    "* * * If “sqrt”, then max_features=sqrt(n_features).\n",
    "* * * If “log2”, then max_features=log2(n_features).\n",
    "* * * If None, then max_features=n_features.\n",
    "\n",
    "* random_state  int or RandomState, default=None\n",
    "* * 如果为int，则random_state是随机数生成器使用的种子；否则为false。如果是RandomState实例，则random_state是随机数生成器；如果为None，则随机数生成器是所使用的RandomState实例np.random。\n",
    "\n",
    "* max_leaf_nodes  int, default=None\n",
    "* * max_leaf_nodes以最好的方式种植一棵树。最佳节点定义为杂质的相对减少。如果为None，则叶节点数不受限制。\n",
    "\n",
    "* min_impurity_decrease  float, default=0.0\n",
    "* * 如果节点分裂会导致杂质的减少大于或等于该值，则该节点将被分裂\n",
    "* * * 加权杂质减少方程如下：\n",
    "\n",
    "        N_t / N * (impurity - N_t_R / N_t * right_impurity- N_t_L / N_t * left_impurity)\n",
    "\n",
    "* * * 其中，N是样本总数，N_t是当前节点上N_t_L的样本数，是左子节点中的样本N_t_R数，是右子节点中的样本数。\n",
    "* * * N，N_t，N_t_R并且N_t_L都指的是加权和，如果sample_weight获得通过。\n",
    "\n",
    "* min_impurity_splitfloat, default=1e-7\n",
    "* * 树木生长尽早停止的阈值。如果节点的杂质高于阈值，则该节点将分裂，否则为叶。\n",
    "\n",
    "        从版本0.19min_impurity_split开始不推荐使用：在版本0.19中不再推荐使用 min_impurity_decrease。默认值 min_impurity_split将在0.23中从1e-7更改为0，并在0.25中将其删除。使用min_impurity_decrease代替。\n",
    "        \n",
    "* class_weightdict, list of dict or “balanced”, default=None\n",
    "* * 与形式的类有关的权重。如果为None，则所有类均应具有权重1。对于多输出问题，可以按与y列相同的顺序提供字典列表。{class_label: weight}\n",
    "* * 请注意，对于多输出（包括多标签），应在其自己的字典中为每列的每个类定义权重。例如，对于四类多标签分类，权重应为[{0：1、1：1：1]，{0：1、1：5}，{0：1、1：1：1}，{0：1、1： 1}]，而不是[{1：1}，{2：5}，{3：1}，{4：1}]。\n",
    "* * “平衡”模式使用y的值来自动调整与输入数据中的类频率成反比的权重，如下所示： n_samples / (n_classes * np.bincount(y))\n",
    "* * 请注意，如果指定了sample_weight，则这些权重将与sample_weight（通过fit方法传递）相乘。\n",
    "  \n",
    "* ccp_alpha   non-negative float, default=0.0 \n",
    "* * 用于最小化成本复杂性修剪的复杂性参数。具有最大成本复杂度的子树小于ccp_alpha所选择的子树 。默认情况下，不执行修剪。有关详细信息，请参见 最小化成本复杂性修剪。\n",
    "\n",
    "### Attributes(属性):\n",
    "* classes_ 形状为（n_classes）的ndarray或ndarray的列表\n",
    "* * 类标签（单输出问题）或类标签数组的列表（多输出问题）。\n",
    "\n",
    "* feature_importances_ ： 形状的ndarray（n_features，）\n",
    "* * 返回功能的重要性。\n",
    "\n",
    "* max_features ： _ int\n",
    "* * max_features的推断值。\n",
    "\n",
    "* n_classes_ ： int或int列表\n",
    "* * 类数（用于单输出问题），或包含每个输出的类数的列表（用于多输出问题）。\n",
    "\n",
    "* n_features_  ： int\n",
    "* * fit执行时功能的数量。\n",
    "\n",
    "* n_outputs_ ： int\n",
    "* * fit执行时的输出数量。\n",
    "\n",
    "* tree_ ：tree\n",
    "* * 基础的Tree对象。\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-21T01:21:15.109068Z",
     "start_time": "2020-04-21T01:21:15.077119Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.        , 0.93333333, 1.        , 0.93333333, 0.93333333,\n",
       "       0.86666667, 0.93333333, 1.        , 1.        , 1.        ])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 例子\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "clf = DecisionTreeClassifier(random_state=0)\n",
    "iris = load_iris()\n",
    "cross_val_score(clf, iris.data, iris.target, cv=10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-21T00:48:20.706831Z",
     "start_time": "2020-04-21T00:48:18.605667Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yxAsRmYZFfVtM+fuvVI6f7GlixNI5eMmxeXMQcAFwAhUbhxMSlqNmRHHBNpbMnUr+1lVkt+vD/sMvJj2rbTyzcKSqDoznBT3JQSwrpB8QkZtF5CgRGRL5NHjOPMnCz4A+qjpCVY93H98xxIklc6eSl3MspSWLyMs5liVz4z7/+4GI+M6hGRLLyMFLjs2bBUBbYGOiM9Icyd+6CvQ5oCvoteRvnR7vLMzAOojvMbWiAKqqg+KdEU98iaVziEiOxQ2dGU9S0hlYKiKfUHHOwRskxIGMVnuzc+vxwFagHRmt9o53FqZhwuEi/JxjsyKWzsFLjs2bmxOdgeZIZK5h59Z1wIXAdcDdFG5/Mt5ZWaOqz8f7op7EE0vn4CXH5s0a4DtVLQQQkSysTngakMhcA3yJdQxdgesIl0yKd1aWisgTmLVi8P331kpNnFg6By85Nm+eAYYF/pe6bYclJjvNg/K5hmeAe4CxwC1ABu/PuiKelktZWKdwUmCbN2VtBsTSOXjJsXmTGpxvUtViEUlPZIaaItEmq1lturNjywTQ6cA5wETMtdGFlJZcS17OBJbMncrBJ13boPlS1Qsb9AKepCUWU9ZnqDgRFZEcPc2DTSJSpkIUkdOBnFhOFJG2IjJbRJaKyBIROarBctnIiTZZBaF1h3dISR1J6449OeKMe0lJFeBayi2XVjV4vkRkhoi0Dfxv5xbGeZo4sYwcmq3kuKW0hDtz1rO0uIgB6Rnc0KEr7VOSKgRGPLgMmCkif3f/12HWK7HwAPCqqp7l6kyLhshgYyYyYsjb9CU2MvgF6EJ2bN7FEWfcAVjH8enzN2LOUW8FbgKZQHa7PvHI4qCg4z1V3Soih8Tjwo2FmhYq1raIMQkWOVZLLCOH3ZYcGzt35qzniKICFmqYI4oKuDNnfaKzFHdUdaWqHgkMBA5Q1WGqurK280SkNXAs5noFVS2O9u7ZVCgu2MaC1yfw/qwrWPD6BIoLYr/NxXMmkrdpO+YEeRm2rGg+MIYlc6dWGFGUlp5HSupzpKQeROsO77D/8Isb5oYqEnLxHAAQkfYkWZCwhqa28o2UYWlJCnmbtrN4zsTAvofJ23SMjQg3HcPiOQ9XODcJFjlWSyydw2XAH0RkjYisAW4ALm3YbCUHS4uLIoN4rnX/mwsicr6IlNUPVd2hqtsD+/cVkWNqSKIPFgPgERH5XESmiEh2A2Y5YdT2glfVuES27di8GjgN6xCKCVom5W9d5Samy1VJUMywUf/g4JOujZeEOQF4X0T+LCK3Au8Dd8XjwslCbeW7Y/M3lJfhae6/27flK4Jlav/LiS7feKgKY6VWCcBJiUeKSEtAgg1EUySoSsqgbBDPBGBAekZiMxdf9gI+F5GIe+ZIsJe+wAhs9Pj7Gs5PBYYAV6rqRyLygDv+T8GDRORSnLCR0aJDfd9DXIhexbxjyzQWvD6B/K2ryGrTnZ253xMuOQd4rmwiGQiYqs4HDgFaYu3u9RXURnk5E6wBiZ8qqQxVfVREPsU8Ighwhqp+GddMJJiaVqnbKCKMhb74ErgD+CcLXp9gIztNwR7dFqAdqDB35q8IpWQw+IdjyW7Xp8byzd+6hgWv30dpSR4pqa05+KTfkd2uR1zuu9qRQz1Ijo2SoCrpHA3zgoQYJCE+ysjihg5dE529uKGqD2CN+5NAR+BE9/9b4AJVPVNVv6ohiXXAOlX9yP2f7c6Pvs4kVR2qqkPTMlvV6z3Ei+x2fUAmAOtBJiCSWSZp7ti8jXBJAfAEcAnoL8jb9CV5m1aA/gJohzk9/Rz4EfBoBbXR/sMvdhPTcVUl4YRBAFT1S1X9u6o+GOwYgsc0ZaLLN9iAW0d/EdbBDwRGAcPKRhih1CzgFLf/VEwI+CXh0vYseP2+WsvXOoZzga8oLTmXBa/fF49bBmoeOeyp5Jj0VDXhvLS4iKcpVyXNAJ7r3i+xGU0QqloKvOE+dT33exFZKyL9VXUZ1rk0GYlzw8ZcFrw+g/ytq8jI7gT6CPAQaDqlJUXALGxl8zb3fT1wL3A2cBQ2tzAKW0IwFqtxNxNKfYZhoyrG2Wpoc9VqeE5E5gPPAZ+paj6AiPQBjsduZDLW6Tdp9h9+sZs0nl42aRzB1EBuVME1wEPAZlDI27QYk7/L1UrWOTwFPEppST7pWW1rLN/SkjzK68dYSkservbY+qbakUM9SI4AiEiK0zm/WE95rjeqmnAekJ6BkxGaoyqpvrkSs3RaCAwGbk9wfuqNsy+aXjY62JkbBkYDHwBdMJmrJXA0No9wPeWNxzpgJnAdyDqgBLibiFTast2+8b+ZKlDVE4E3gV8Bi0UkT0Q2A49jNzlaVZt8xwCUNeBVzfVUGFVwN9Ad8zg0CGgPdKOsfLkHEwruBdqTkto6hqtnuPMi58evPapxzmFPJMcAVwNLgFieRFyJHiUMKi7ika69uTNnPYMCowlv0rp7uFCyQxOdj4Zg/herQJ8HUrBB9UzgWUw19CesAZgMpLnf17jvVKyBaE/L9n05YMRlTip9tJJUmmhU9WXg5UTnI5kJjipKS0qBOUSkfHgMm4s4A3gYM0UuAj4BhPTszjWudrf5jELgaXd+OyRUGq9bi8laabcRkW7Y2zKlIa+zu1Q1SmifksqdnXvwXPd+3Nm5h/33Jq2eKAYfGJEYf46NGuZjjcBXlI8SSoD9MbdEg913B3fsKYDUKJU2ZkSku4i85RY/LhaRqxOdp4YgWH4pqVmYIjoo5f8aUyuuwAZcl2Gy8oUU5EqNJqy2rQe2Qv4rYCSt9tovHrcFNLy98v3YmLramcagtUrnOEvjN3ToWmGUMKr1Xpy99iu2aZi2EuKOzt3ZNz2zyhFGc0FEMoAzqRxD+NZE5SkZeHraGPqPmOEWrz2K1Y7rsUnJBZhKPoSNKnKAXe7zLBH9c0Huo4nIerwoAa5V1Xki0gr4TETeaCyWTpHFaTu2rkTIQLWQlu371rhIzTwMLQQOxjqGLcB2YAxW5luoOP8wk5ridNh8xjPu/IeAFEpLesbNt1aDjRxE5DRgo6p+VtNxQWuVtikpDZWdKokeJfw1Zz2jNMxXwCgNM27DWqDqEUYz4jngdOxlzw98mg3bvl/M3Jm/Zu7MC5k783LmPnEx3Qf9gfT0bbTca7+AzvkuTM10HGaZsgz4MbA3JjmOxqTATsAJZLXpnojbiQuq+l0kzrizclwC7JPYXMVOZG1DuOQLSkvOJVx6aK2L1Fq27wtyMNY5nI2V+UXu93psDiIy/3C3+1/ZAiqCbfu1O/8rYG/yt/4gbgvmahXV90ByPBr4iYicilk5tRaRx1X1/N3Pbv0xryCf8ZvWUYC5nRzfsRvbNBywC4CJGuaGDWtYUlzIagnxiCoDMzLjatIaXF5vjYlQkLsmnkvtu6nqyQ19kWSluGAbi978O6YaWAgMAh1LScldbNvwCK07lBBKmUm4JKJTbg9soFxCvB4zY438no4Zbd0NvB3v29ktRCQFc7YZfP/X1OH8XpiZzkdV7EvKdS4V1jYwGjgedCF5m4rI37qmwlqDslHGlhWgK7F5gsho8jpgEqHUA0FTCZc+AjKZ7La9kVAmBbkHlb3L0a40+h42knmv3Ap6jUtrK2X1Kg5RAWMZOeyW5Kiq41S1m6r2wsSl/yVLxwAwftM6RlMuz43ftI62EqpgF5AFHFFUwCJVztEwAzMyy+Yh4kVwdeaOzYXs2HxcvJfavy8iB8XjQslEZAXzR/8eS7m56SLKzQqvp6SklC3fb3DrGC4DvgB+io0eghJiO8pHFkOJNBo7c78h2RGRK7He7g3gJfeJ2fLQrYV4FvitquZF70/WdS4VrZBGUT6vdFGltQZlo4zSxZgKqD1BC6OU1NYcPeqfHH3O3xj+84kMP28KQ069kUNO/n2FuaboldgrPnmG1h32D+QjMPKIw4LIWFq5Jik5FlD+mo/GHADtRHHW6rQAwiJcq5rQuYaKEkxAZ9nAkoOILML89qcCF4rIKppRDOGyYDv6HGbWfzdmZRSJrXAXVkvewAbJEenuGuCfwCuYTrkNmZnfEwr1RTWNggJTMYjcRevsVOY8sCvu9xaaWafDrwb6q+rmul5HRNKwjmFmYwsOFLFC2rH1EcIlhdh7lwIsorQkl7lPXA5ajI0Wiylf6zAWc68+g4ib9fTsjtXOEwTnNsIlReXpuPd76E9uK7OGMs3B2xTkxseyLZbO4X0ROUhVF+3uRVT1bZJsDB2xHh6LyQUXAtercg/lU0pPIUxAuZbEzTVUWF5fJjlcFw/J4bSGTDzZqdgpP435ECwGPsVEicMwbes4bPmPc3vB3UAqw49syfwvNiKhbbRsuYOdO6FFiwJKS5+kpGQm++0XYtWqfE4e+Rdm/ONKOndqk4jbjIW1QG5dTxIRwR7UElW9N5Zz+nfXhHSWVZMNXAVA297Xk7c90jIMAh4FjfwfbP8j7yX3YLGxBrn9B1GQ+wqwqMoYHBWFkBMC6dxNdrs+tS6Sa0iq7Rwau+QYvTbh0nadmLR1I0uKC8lEKKDcehjKlymNxZSjjwKPqPJRRlaFNQ/1TW0ue4N21PGUHFT1GwAReUxVK7joFpHHiN1td1JSWyM0YmVvPvh0AiUl1wLTCYVChEJppKQUU1S0Aqst67HG4UwsMNoTQDGpqWFCKVtBtlFSohx1FJxzDsyaBcuX57NmDRx4ILRoAe07rWD0FQ/y6jN/bOA7rhsico37uQp4W0ReomKY0Noa/KOxOrLIrbQG+INbO1Ely9YKI65O24Nc18zuusfuO/x3zo1FLuVzCcGWYjo2UpiErX6fiYW9iewvt0rasfWRCmlXFEJmYaPUmcAu9h9+Rz3c9e5T08ihUUuOkbUJTwMTigoYt2Et52iYW4FzUEJYTT8QsymJyH33YMuWBgLZIg2+4C0oOVQlWSRScnAcEPzjJicPTVBe9ohg4zBiZW+enjamgsS+YWMuo694kHkL17Dfvp1p0eJR8vIeIi0tlewWRWRlhSgsSqGoKFJb7sJq0f+wNQyPEAo9gkg+q9as4pRT4PXXrWPo0AFGjYIxY0AVVq2CG2+EcDjM5ZfFPLcbTyITAGvcJ919wITGGlHVdzFBMmmo7V2rjux2PRg26j4+nH0VJcV3oRppKSKrnTtgK6HXuW2lgf13EZlzqkqV2PrV7uzYHHHM1x44AORwWnd4J+FrXmpyn/GNkx7/Evkd3Ba/LO4e0e62t2mYa7HpovOxiegLgNXYmsZXgP5Y/38KZk9yjoYbfMFbsrrsFZFxIrIdGORcJ+S5/xsxxWijIzjh98GnIzj7oukV9o++4kFatP6KHj0LWbD4G0RymDy5gNNP306ffYs54ogiiory6dBhCtCXAQOmMHVqHgMGfAscRSg0hezsPNLSIDcXVqyAkhJ46inIybHvVi0zOeyQPuzXL0Q4DM/ODjFkUHy8bNYFVb1FVW8Bvoz8Dmxbkuj87Q57+q4ddOJY2rR+AuhLaupURN7DVsF/C7znvqcRCvWjdasnyW7xKamp0+jbdx0tWvSlf/8phELRc/JCuWO+U4BFcXWwWBOxiMSNUnLcNy2du4sLuQ4Yj4k8dwGboaK5KjaQOwD4HjNCu4XqF7xtKS3h9vz1LCsson9mBsVb17D8oyfNT7um0XKvnhww4rKYe/3aXPYmClW9A7hDRO5Q1XGJzk99EBzCl5Rcy/wvKg7x5y1cQ4+eSr9+MG6cNeZTpsDYsXDppTBunPLKq/DQQ/nccw/07AnhMOzYkU9mJgwcCHvvDW+9Zdv79IHLL4dbb4WXX7bRQ/++XXlq8u8YfcWDXH7ZGoYM6sGMf1yZmAcSG+OoHBa4qm17TEPPOQRVhampEzhqaO8K1wuOHA/cfx9UlcVL1wfKqAWjr2jH2+9tok+fEGvWCD16lLJyZT6lpdmEw6W0aKHs2rWT7OwwxcVKdjYUFRWRng75+ZCamkGn/peWpVmQu4bgwriU1EcTrSkooyaX3Y1aclRsNDAYcxt5NmZomEZFN1btsWUqm7CH0R0bKEaMEA8/oi/D5t1Y9vn7fin0+mERkx4L0+uHRSx68x52bD4OdDlwMTs2F9bJxDRRLpnrwDMiMiTqs6+INDrnUkHzxNTUCeYCI8CQQT1+NZvyAAAgAElEQVRYtgzOOgtCIVi9GubNgwsvhJ074ZJLbPusWfb7gw/g6qvhiCPgscegXz/47jtITzfV0ahR0Lcv3HsvZGba9+Kl6+ncqQ2vPvNHNi6bxKvP/DEpJ6NF5BQReRDYR0T+FvhMx8zaGx1PTxvDUUPn0KrlgRw1dA5PTxtTYf/oKx6kfacVPDSxkA5dVrJqzSoemlhYNi8U2V9Sks2yZZewc+cKli27hF27WqN6CbCCgoJLKC3N5uhjCpn4cBHp6UUcfjhMngyHHw7p6UUV0qzJHXiiEdWa1YfxlBwHZGTq1C696iWt09d+xUIN0xWzO4h4vGmLGaRFFr89C+yHdSI7ML+a4zCblCJg2ZcPVnh5O/W/1CpPB1MVjByZhSmpyicoQym7OPqch4Dqg3XMeWBXg06+1cTcmed+pqoxOcQTkQ8xc5yF2Bj4IMw/xF7AZar6ei3np2CP81tVrXEeq9VeffSQUxrOcWtwzmHY0KrnHIaccB3Dji5k9WqT/OfMgREjrKGfNcvmEDIyIC8PMjKElFAakyYXl9WHMWNssnnXLujdu3wietUq2K9fiC0b+yZ88jnU4Re1lr+IHIzNqN6CxbuKsB14S1W31ne+hg7urZ+8GV+vLMHRws6CImbM0LKy/OUv4d//tt+XX5YJwEMTC907H91SvIPZOK4H+jJ5cgFTpsD8+fD445Slef75MHiwCRe/+Q206tCXwsKWcV3YGuv7X9PIYYiIDKFqybFS0JZkI+jyIpvy0UI6VFj89hdspNAO6yxmYF4CzwfatMqsJNUNGdSDZ2eHyMkxfXFaRiR613oirng1XD4Pl8hgHfXE18AhbqHSoVg/+gXwA2ILFxnxyptwgk7S5rx4daWy7dypDfP+dzfbt+zH4sXWIeTmWsN+6aX2XVgIEyfaC5+elsFhh/RitqsPTz0Fqan24vfoLrz/XiaX/SqD997N5OvVGWzZ2DfZVUhlqOoCVZ0O9FXVGYHPvxqiY0gUwdHCXnsps2ZZIz5rFrRqRdl7PmRQj7J3Pzs7hOkiBmJzBRcScZEhchepqSFuvdXUjgccQIU0DzjAtt96q/0+btgqsrMLk9LxYk2qgQnuOxNb1rkAkxwHYcvgkyoKXLTp6qjWe3Fbzrc8pEoaZnA9EbuB4JxDX2AeZl/wl47d+GvOeh7WMHu1yuSllypEtGTDxlyKikt46WXl+ReEw4f05rM3LmLQsX91V0gD0lEtYO7MX9GiXfcqgnVM5N2nLqP9i+kU7coju133uEsOdWSAqi6O/FHVL0XkEFVdZabs1RPwynsbtjos6dmUk8eiJWtISbHGPiPDRhDjxtnLvWyZdRQFBZCaWsQnn39NZmY6/31DOWhgNwYfqIz7vemp5/0vqdcv1EjAlJ2qyjnZTdljZd7CNTw0MUyHDnDTTXDNNcKb/02jeFcxqnDeeZCeHqakZDkZGcJ+++5DWupGbPlHZOHj9ZgZa19EQojks3EjjBxpasjbbrMRwwEHRCzU4IUX4P77zVrt5Ze/TuATqJ6arJWOV9XjgW+AIQHJ8RBM8E4qot1q/zVnPeeqsgL4Jeb6rJ2EKrnIaI/1+wdlZPGbJbezbtN0duQ8yjerJ3HgwIqO0UZf8SB7d/uaadOUn/xYSE9L4cCB3WnbJhORizHty7nASuCX7Ny6C1tuF3GlcC/QHS0dSm7eefTskQpF3yfCJUZdWCYiD4nICPf5J7Dc+dyqbfYw4pU33OC53E02bMzl5JF/oVP/Szl55F84aeSfOfqYQh54AD7+GIqLbQQRMUVVtdHDgAFw0knKpMnFjBhRzKEH9+R//7mZt54bn9RzCXXgNMxr4Kvu83P3eZkmFP0tqAl4878hjhraj8zMEO3awWmnQdu2cMopNlI86SRl+cpv2bJyCikpKYiYxkDkLgYMCHH22QXss08+Bx0EnTqZcBExTGjd2r7DYRMyOnRwv58O0WqvXol+DFUSi2+lAcHV0ar6BaZaSCqqMl2N2ABcgxmZ7dAwWzTMQqyHW4hZF8caH3rewjWceZZJGWeeFWbewjVc/epATv39g2S0eAozZ1vkUp+P2UYVAdOwR/YltvTufVRns3p1Cfn5pVR0iZEcpqwBxmDCwG+B32GLosZgHcPx1Z0Uq1deEblURD4VkU93FW6v6dAGIahWaN9pBVu3FVaYSE5LKzdFnT3bOoWSEpusjnQakbrQlAiYrR+tqter6iL3+T3ww0Tnr76Y8Y8r2bKxL5dfllmm9tu8pZDNm03yz8urKBwUFSlffLmWFlmFpKSYSXP//lO47bZ8Ro6E7dutbtx0E7z2ms1bzJkD27bBe++amjHn+33p06MPl1+WydyP9qPX0OQMdRGLxckSEZmChQdUTB2fFDrkIAPSM5hQVFDm6iKT4EJ0m0/4BdZkuwXwTAAKM7K4s3NsduYmZazgzLPCzHo6REp2L+a/YpFSD/vp/bz7xK+x0fajEHHEIWmgnTEh7BqCy+uLiqbRoUMpBQVxc4lRZ1S1AHtUE6rYvaOGU2Pyyquqk7AxOUMH99Z4u08IqhXOPCvMCy9aZ3DOOfZdWgqvvmqf/v2hWzdTLfXubRLgqFHJu1ahnsgWkWPcojZEZBg2jdckiFiOBcnMFNq0UZ55xizPIuU8a5YJCz88+8+0bJnKD0/OZ9UqqwvhMDzzjM1TdOxoHUO7diZgPDu7ekOERBmlxEIsncOFwOXYxCLYtPxDDZaj3WBLaQn54TBTsYy1FWGXKp8BA7B5BsGa7EFYkL6+mJrpjnadytKJXiH71arvyd9ZRDgMhx7ck2suP51zLnmEp2aVYPML69kw80LSMlpx0IljkZCipaOBSyizYtAizNvxJGzBzCBsVF4KTCQnByJL71NSWtP3sN8BFd0Ai2SiFNGy3b5xn5MQkaOxpSI9qeiyucZezFm4jXNpHAeMTSavvBGCHf6zs0Oohvn4Y3jzTXvRRaBNG0hJsQnpTZsgu0UGX6+G79YLb/1POfTgno1monk3uBiYJiIRHdk2zPq7URN81yNrDiJqwJRQGjfdVMyUKaZCnDPH5ghau0DHW7YW0jI7g1GjbE7hlltsTiE9XcjKTOfr1dC6RTf69FAuv2x9Y1jLUiW1qpVUtVBV71PVn7nPfWohj5KGO3PWU7CrCLM0hlGqtJIQhwFLMdPVC7FRw2BsocYwbAX0pK0by9IJqhjWfvcNGZlFnHaa2bB36fYN5/zyEXaVXOSuEpnJOJqS4vNY9OY9FuyjghXDRZTP5y91/zdSvry+pcvJGOArSkvPY8Untrao3A3woRZspOSLRM1JTMUmS47BvM1FPo2S6DmGe24ZXUGtAMK995oJ47332shh+3bYsgWKi4V9e+7Lgjn3kPPVZL79YhKblk9uCvML1aKqn6nqwZhUc7CqDo4E8WnMRKsTR1/xYNm+zMwQr71mix+7dIFjj7U5h+OPt9FA+3aZHHpwT56dbavcB+4fYsSw/chdPYPvl0wm56vJTWL+qSbHe0+r6tlBq4UgyWStsLS4iBDltgPXATMod5pXGDX/8DA2/Cml4grooIph+3YbKq5YYdYpvXvDrl0llLvouwYbi2xF9VF2FU1i16YvsUcVzMnDlFsrWeAPG7ekY87azqXMmZdeS17OwxQXbAus5j2kwv6GDvBRBbmq+sqeJJBMXnnLG4Uwz85ewdibZ1QY7p/w01uYNWtlmRqhdWtrFEaOhGdnC1s2pjTKF72uiMj5qvp4wAFfZDsQk+O9pGPDxlzOGH03i5asYdeu8vUHZ55V0b9VQUG4bLTQsiW88gq8+KKNHkMhmPH3S/nb5BcrWC0+OanxjQxqo6aRQ0SNFLFaiP4kDQPSM2hHxZXNWUhZCNB2AQulu7FmupTKbriDlgtZWbBjRzaff55FXl42ixa1wFRJFdc02Jqwm7HGPkS5o46IPVR61DndaLlXf4Yf2RfkJXd+xJrpz6AtXICZdOBWzONTeeCYrDZx122/JSJ3i8hRjWmdS1Vs2JjL3A+Xs/yrMJdeCsu/CvPp/IoBd56c9FvyNu/H6NHCRx9BUZF1DE114rkGIvMKrar5NDpGX/EgXy5fw8knV1x/ED1nlJUVYsSI8tFCWpr9Pu00Gzn85veTKlktNkWBoSZT1u/czxOB9Cqc7yUNN3ToyveYTdAA4DOgILDy+47O3XlKhL7AI1iwvYNEKlkpBS0XNmxoSTh8CaorKC29hF27umHjjZcwe+bJiEQcbj2HzTMsw6JDzMZUS9PIysolFDKrBphMu7brOHRAHk9PG0PrDu8QSvmMcmuml4BfgC6ntPQ8UlKfw5aXvOz2v0IMDjHrmyMwvdjtlE9M3xPvTNQHo694kPR0MymcNMm+MzIq2vBHJihXfvo39u+7H6pSbSPSlFHViDf7O6Md7znne42OeQvXUFhok8s33mhzSOefT6XFicXFWsFCCex3xBppy9bCSlaLTZFYJqR7AeeLSE+s3Z0LzFXV+TWeFUfap6RyUEYWRwSslcIZmWX7p5z4V/pGnTPngV2BSalvbNIIylQMqZ0up1yFdCGm2jkJk/TX0aZNHq1awbp1WVg/FFEl3Qz8BzNb7cujj8KYMflMnw4dOhS4pfjmXyfiYGvB6xOcK+HHytNRiyOQkppKaclbRNxzFOTGN2KnW+vSJIi8xMEX/63/Vd3ZRjqJSB1pJE7yGoIvRGQD9t6/A7ynqnUO/pMMDBnUg4/mLS+zPurTB75bn1nJisjmE5xVolMt5uSUWyNlZWby7OziMiOGpiowxDIhfZOqnoCFPngXU5zXaLueCG7o0NXmGCQU87qFmialsrJbUa4OOhtztvE5Ni+XUeZIKzMzBBWUWhE/7qZSGj1aaN0qs8zFQlWVKeJ8z5YOVIwRm2jHXCLSWUSmisgr7v9AsRV/jY4hg3rQurW95CtWwDXXQEFhMSeP/AsbNlbd3jUGJ3kNiar2xSbGFmEq5gWB4D2Nihn/uJKB+/Xg1VdtxPDu3Exee/pPVR4X0SDkfL8v3ffuyejRwiuvCH169OG1p/9UaW1EU6TWkYOI/BGzWW+JtY5jMSkiqWifkhrzeoUI0Tbul1+2pkxS3FX0Pf36TWHlykmEw1DuVtccfYdCsHhxNgUFYczZ9xRs8jkd2AksRaSYlZ/+DaBG6TPi86fcMVx5pLddhXnOP9PECqaucWQ6po270f1fjoWsSrql3LUx4x9Xcs4v7+OVV1bz0kvKKafAqFHKs7OTMxpbMuBcoBwNDMc8yy3GhMRGR+dObXjvldpD0VS19iGa+qorg0/pVy/p1IW5McYQj0WtdAbmovclLC7Oh8lmyrq7RNu4DxnUo2w0ceCB0KdPPrffDuee25qSkkjE6XsQSePGG0MsW3YJ5XGDX8Eigtnit9TUgzlq6BzOvq2DXazrLezf1bzBnn1b1WEqq4r6tmTuVEpLzwOupbR0Ais+eSbe/t47qOrTIjIOQFVLRKQ0nhmoLzp3asNbz40HzLvuqFGFVVqreCqwBlsadLuqXtaQF9qx5DveH3JbQ14i6RiVgGs+WPshQAydg6oOEZFWmJ37/wGTRWSDqiaV473aiI4f+8WXP6N4VynPv6C89LIwZFAvnpp8JQceM5aJD4cJhWD8eDj77GxUixGZhupEsrLS0HAeS5dmUT4nMQabVO4LZJCeCUcM3sbT08bw0z/uXtzaCBVizCbGlDVfRPai3AnbkexGwPlkoyrBwFMlh2Dv/nki8nvM+/0cVW10I0eo7KCzocMAN2ZqnXMQkQMxlxmjsY5uHSYiNyqCISLzco7l2B/fT5d9VjNjhvKjU4WM9FQ6d2pDerpZp4TD8N132S6Ix0pgDAMGhDj9Jzs4dth+HHn0UeVzAZyNTVqvQGQ0LTLSylxCR1+3rovYEj3ngM2QPw/sKxYX8VGg0StZq/Kp46mMqi7AlvA/gr33I4DKivpGQrSDzoYOA9yYiaXLvBNTJ/0N+ERV4+v8pp7YsXVlBQl8W+5DFczRImqFgoJwmf/+3NwwkdGB6vUsXTqJHntbQ7KlxTEcddgvyd86ndKSggrHbcudVHbdPZX89x9+sRt5TC8becQTVZ0nIiOwBRcCLGusdSBILHplD4jIp5hr4fexuYZjk82UvS4sLS7iacoddPYrKuCGDWv8CKIKYlEr/SgeGWlIrr3lRD5/IZP87Xeher0LyJHKs7NDldQKYd1V5r//8stD5OTcRWReYfiRA3n1GVsbmJrdsUz3v+jFq8jNK0+7TeuWZdfe0xjRVc1DxAMROaOaXfuJCKr6r7hmyJMoTlHVTYnORH0RdNB5D3AUcLAbQdTVoKWp0+S6yqp0ij9p+yrpKVvo1n8K33wziVAoRHFxPnPmZPLGGxUdpxUWatnIoVu3fDZvngJMIbt9P56eVrXU/u8Zl3DSyL+za9ckUlNT+feM35TtGzn+Np4Zf2PCJP89oKZV8Ir5/vA0cZpSxwBwabtOjNuwln9qmBaU69UXFxUwryCf8ZvWlYUQHt+xG73SM5rtHEWTu8uITvFpYIKTCE4Dhg7uSftOK2jRIkyfPhFXy8WVXOlmZgp9+mhZ5K/Vqws45HSz/ercqWptyh0PPMuZZ+SXjULueOBZRhxjaU4etYHJo66KOiP5tTKqemG8r9kcrVU88WXS1o2co2EWYCuWzP7QbPTHb1rH6MC28ZvWsb9bXBtsT5rLCKPJdQ7ROsWIY70Z/7iS0Vc8yOLFyxk3rmqHWwAhSWPOnOIyF70lpRUf0RdfruXYH9/PttwdpGW0ZMAxv+Kzj74qC0zuzSINEemOTV53wSLBTVLVBxKbK09TJ6I5WFJcSCZCgSp90zMQYOWuYko1jGChgZ07S7dyyRgbte3LokIyMZOtg9z/5kK11koi8oKIPF/dJ56ZrAsD0jOI2BAFHetFJiBHDNuvzLleVSaMhw/pxYknhHj8cTjxhBBtOlacIzj2x/eTm3cesIKS4vP48u2/sddeFhgkEkTcm0UCtjbmWlXdHzgSuEJEBiY4T54YEZEzavokOn/VEdEcLFJllIYZgpJXXMiw4kIWapgxwCZsriEYLjgDUyUFt2UBWSIMotw3QlYtcdObEjWNHPbIuVqiJMcbOnTlzpz1DAroCINERhDVrVaO3h8dwm9b7g6ClkmlpZO46SaYMsVCApaWCss/8maRznHjd+73dhFZAuyDOZ2KK1XNQwHNVpccI41uzmleQT6LigpYjkVT2YWF3ErDViJFViTNwAL4fo4FB4vEYivGViv9A+sYioFSDXMa5aOJSRpmS2lJs6gr1d6hqs7Zw7QjkuM8t4juMxF5Q1UbtHHYHTcaQaJNHKPD+LVt07KCZVIolMab/y1i7NhwWTjApuB/pzbpsC7WSiLSCxuZf1TFvkuBSwE6N9ALV9U8FNBsdcmxkIg5p90l0vl/UVTARZijmxOAU4CnMA9po7BFGhEvaddRFsiXdcDJmMh3F/CYOyYy93AO1tmYw32aTV2JZRFcPxGZLSJfisiqyKe281T1u0jEKFXdjsWd3mfPs7xn1ORsLxbeeeG3tGn9BNCX1PQnGHjcVU11MVVVMTwin9NiTUREWgLPAr9V1bzo/ao6SVWHqurQtikp9ZLxaJYWF3Et5fNQS4uLWFJcWGHbkuJCVhYXcvbarzhpzTLOXvsVK4sL2VJawg0b1nD62q+4YcMatpSWNEgekxkR+ZGIXC8iN0U+MZ53sogsE5EVbnV1gxDp/HdR7gFtS+D39cC3QD/3HfSStsgde33g2AIqzj3swBzmf4k5FVsaCBDWlIlFVHsE80N9H3A8thS4Toq3REuOQapytlcXDhzYnS0rJ7A5+wTOuMT8D776QNNbTFUfkqOIpGEdw8xErIuISJQFGmYwpgtpAZRomFKsMm/FQjalKYzbsJZRGjaJUcOM27CW3ukZzXqEISITscd2POZd8izg4xjOS8E0NP+HCeefiMjzDaE5iBihPINJ+mOxMi1foWRS6bdYcJL7gN9R7j95nTvmOndOViCdyNzDBVAWDiAYIKwpU+vIAchS1TcBcYF+xmOjtphIBskxSDDam/epExu7IzmKxZOcCixJREjJLaUlXLZ+NUOLCjgK8//yX0wqHINJKqdi6oLhQAHKVg3zFOZ6dCGwVcNVjjCaGcNU9RfAVhfk5yigewznHQ6sUNVVqlqMaXhOb4gMRoxQpgOPYx7OvsfmFvpi8wjfYo1db2yuYYDb/h6Qg0mtA10a+ZhE3A+YJSHGd+xW53AATYFYRPVCEQkBX4nIb7Dn3CmWxBMtOVZFbRPSnorsruSIuXm+AFgU8P//B1V9uUEyGsWdOevJ1zDXUx6F+xJskjGy7Sms0V+NDYcjUuYizDLlMyAT4R60TIrMrNuguSlQ4L53ikhXbC63dwzn7QOsDfxfhwnuFagPzUHECGVGNcYFkRHk4qIC/gUUAm0lxB2du9MuJbXMMOHAGgwThmRlV9rW1ImlNH6LNQ5XAX/GRg2jazsp0ZJjdXifOnVmmKoOEpGFqnqLiEwgBksVVX2XOqof95SgVdIuDZOKSYPZwLGY6VQ65jluJ1aRZ2EWLRGb9+swqXIhZmKXr2EWUm7nHgw/20x4UUTaYv3mPEw7NyWG86oq+0oPT1UnAZMABmRk7tbDrc0Ipbb9zUlNWBdiiQT3iaruAPKAq1T1DFX9MIa0I5LjCSIy331O3cP8euJPtOS4i9gkx7hz08Z1LCsqoMAtdLoAm0QcCaRgvqY7Az/Con2fDByHdRgu/h53AZEAs12wkcLBmCriYGBgIPxsM+EuVd2mqs8CPbG+s/aIOTZSCKqfumGP2NNIiMVaaaiILMKEqUUiskBEDq3tPFV9V1VFVQep6mD3iYtKwVOvREuOX2MamaRj9a4izsc6AahogbKVciuW4PYirOOYjrmdnQ6cic1F/BgoQnk3PZP+mI66WLW5WSx9EPmhqkUufvQHNRwf4ROgn4j0FpF0zCI0aRfPeioTy4T0NODXqtpLVXsBV2DzNZ7mwe5KjnEjYm5aTLmZ4lDKI4DfhVmvrMeifUdGCfdiC6DOxWJfXowNi/7k0rgGW6yTJsKl7pjhxYXNIgaAiHRxQmCWiBwiIkPc5zhMzVwjqloC/AZ4DTNjf1pVFzdopj31SixzDttVtSxmtKq+KyLbGzBPnuTiA2AImOQIFInIvMi2ZCBi5/415SaJ/YAnMGV2RBHUF6vwLwIzsQ4jjFm1TBchC6GLhsvSuBsYmJ5Zrb+uJs4PMcOublg/GiEP+EMsCThNgdcWNFJi6Rw+FpGHgSexCaVRwNsiEmkw5jVg/jwJQkS6YBYnWSJyCOUTjK2JQXKMJ5HG+0KsRXsYGxG0B97AhrnPSIgZXXvz503fkhcwR90/PZP7uvQEbATy503fMr24kClYx/DHjvtwZ876shgAzcXOXVVnADNE5Ew3avQ0M2LpHAa775ujtg/DOouY1zx4GhV7LDnGi2AAl3OAjzKyWFpcxHsaLptbeByzWvmTa+xziovoEOV7q31KallHEaQ2f11NnPdEZCrQVVVPcc4Tj2qsMaQ9sRNLJLjj45ERT3LRmCTHqhrv6qT93fG9taf+uho5j7jPje7/cswC2HcOTZxYrJU6i8hUEXnF/R8oIo0mnJlnj3kv2cs/0ng/170fd3buQfuUVG7o0LVZrmptADqo6tPY9Exkork0sVnyxINYrJWmYxYHkbdrObYwztM8eIRGWP5VdRie3SJfRPbCLWATkSOB3MRmyRMPYukcvOTQvPHl37y5BlufsK+IvIctJvc+Z5oBsYhTXnJo3vjyb8a4eCwjsDWCAixT1eQPgu7ZY2LpHKIlh46Y8zVP88CXfzNGRDKBXwPHYALCXBGZqKrNzj1tcyMWayUvOTRj9qT8ReRk4AHMQ8UUVf1rw+XU00A8CmwHIlGxzsWCpY1MWI48caHWzkFERgKvqupiEfkjMERE/uIXvzUPdldyjGewF0+D0l9VDw78f0tEFiQsN564EcuE9J9cgPhjsIVRM7C43J7mwaPAAZjk+HfMC/ZjMZwXt2AvngblczfPBICIHIHFyPE0cURr8U8vIp+r6iEicgewSFWfiGyr98yIbAK+ifHwDlgQp0SR6OvvSR56qmrHWA4UkQVRkmOV26o47yzgZFW9xP2/ADhCVX8TdVxZsBdMdbUsxntI9PNP9PX3JA91Kf8lWLlE4un2wBzphQFV1UG7cf3qrtWY3v9kyEODln8sE9LfOt9KPwDuFJEMYhtx1JlYKyyAiHyqqkMbIh+N4fpxzMPnInJkJIZHHSTHOgd7qQuJfv6Jvn4c83ByA6dfRmN6/5MhDw19/Vg6h7OxCnKPqm4Tkb0xp5We5sERwC9EpILk6GJ81CQ5+mAvTQBVjVWS9zQxYrFW2kkgLKSqfodFXPQ0D3ZXciwL9oLFHT8HOK/ecuXxeBqUxuxToM6qiCZ2fYhDHnZXclTVEhGJBHtJAabVc7CXRD//RF8fkiMPiSIZ7j3ReWjQ69c6Ie3xeDye5keDTCx7PB6Pp3HjOwePx+PxVKJRdg4ikiIin4vIiwm6flsRmS0iS0VkiYgcFefr/05EFovIFyLypFvF3Gzw5d+8yx8SWwcSXf4uDw1eBxpl5wBcjS3ESRQPYC5FBgAHxzMvIrIPcBUwVFUPxCZ7z4nX9ZMEX/7Nu/whsXUgYeUP8asDja5zEJFuwI+AKQm6fmvgWFyYRFUtVtVtcc5GKpAlIqlAC5rR+gFf/kAzLn9IbB1IkvKHONSBRtc5APdjMePDCbp+H2AT8Igb1k4Rkex4XVxVvwXuwdwZfAfkqurr8bp+EuDLv3mXPyS2DiS0/CF+daBRdQ4ichqwUVU/S2A2UoEhwEPOv1Q+8Pt4XVxE2mEO7HpjoTuzReT8eF0/kfjyb97lD0lRBxJa/hC/OtCoOgfgaOAnIvI15nM7v2YAACAASURBVOXzBBF5PM55WAesU9WP3P/ZWGWJFz8AVqvqJhdX4V/AsDheP5H48m/e5Q+JrwOJLn+IUx1oVJ2Dqo5T1W6q2gubgPmfqsZValLV74G1ItLfbToRiGeMgjXAkSLSQkTEXT+Rk7Nxw5c/0IzLHxJfB5Kg/CFOdaAxu89IJFcCM0UkHVgFXBivC6vqRyIyG5gHlACfk/hl/M0NX/7Nm4SVP8SvDnj3GR6Px+OpRKNSK3k8Ho8nPvjOwePxeDyV8J2Dx+PxeCrhOwePx+PxVMJ3Dh6Px+OpRLPrHETkuKo8OVa3vR6u91MRGRj4/7aI1BoUXET2ro/8iEhHEXl1T9NpKvjyb9748o+dZtc5JICfAgNrPaoy1wCT9/TiqroJ+E5Ejt7TtDy7hS//5k2jLf+k6xxEJFtEXhKRBc5X+Si3/VARmSMin4nIayKyt9v+tojcLyLvu+MPd9sPd9s+d9/9a7puFXmYJiKfuPNPd9vHiMi/RORVEflKRO4KnHOxiCx3+ZksIn8XkWHAT4C7RWS+iOzrDh8pIh+744dXk40zgVdd2ikico+ILBKRhSJypdv+tYjcLiIfiMinIjLEPZuVInJZIK3/AD+P9f4TiS//Mnz5+/JPbPmralJ93EOZHPjfBkgD3gc6um2jsID1AG9Hjsdc6X7hfrcGUt3vHwDPut/HAS9Wcd2y7cDtwPnud1tgOZANjMFWRLYBMoFvgO6Y86uvgfYur3OBv7vzpwNnBa7zNjDB/T4V+G8VeekNfBb4fznwbOB+2rvvr4HL3e/7gIVAK6Aj5pwscv4+wKJEl60vf1/+vvwbT/kno/uMRcA9InInVlhzReRA4EDgDREBC27xXeCcJwFU9R0RaS0ibbGHNENE+gGKFVqsnIQ59xrr/mcCPdzvN1U1F0BEvgR6Ah2AOaq6xW1/BtivhvT/5b4/A3pVsX9vzC1whB8AE1W1xN3nlsC+5933IqClqm4HtotIoYi0VfM1vxGrwI0BX/6+/H35J0H5J13noKrLReRQrFe9Q0ReB/4NLFbV6sLxRfsAUeDPwFuq+jMR6YX12LEiwJmquqzCRpEjgKLAplLsGUod0iaQRuT8aAqwChnMT3V+TiJphaPyFg6knenSTHp8+QO+/H35J0H5J+OcQ1dgp6o+jgW0GAIsAzqKi9UqImkickDgtIhe8hgs8EUuNvT71u0fU8dsvAZcKU5MEZFDajn+Y2CEiLQTi8x0ZmDfdkyKqQvLqShRvA5c5tJGRNrXMb39gC/qeE5C8OUP+PL35Z8E5Z90nQNwEPCxiMwHbgT+oqrFwFnAnSKyAJhPRf/lW0XkfWAicLHbdhcmebyHDUPrwp+xYehCEfnC/a8WtchMtwMfAf/FXPjmut1PAde5ia19q0kiOr18YKWI9HWbpmBuehe6+z+vjvdzPPBSHc9JFL78ffn78k+G8k/0BNSefrDh4tAkyEdL950KvAD8bA/T+xn2YtRH3t4B2iX6Gfny9+Xvy7/xlH8yjhwaK+OdtPMFsBozH9ttVPXfmDXCHiEiHYF7VXXrnqblqRFf/s2bJlf+Pp6Dx+PxeCrhRw4ej8fjqYTvHDwej8dTCd85eDwej6cSvnPweDweTyV85+DxeDyeSvjOwePxeDyV8J2Dx+PxeCpRq+M9sahFwzGvfgXYIo//akXPgPVCWmYrzczuWN/JeqLYsWV1jqom3YP25R8fkrX826akaJfUujhP3X0yD+zPyq+3x+VayUas5V9t5yAiY4CrsNV+n2HOrzKBY4AbnM+RP6nqmnrJMZCZ3ZFDTrm9vpLzVMPcmed+k+g8VIUv//iQrOXfJTWNqV16xeVa/d97mTMumRuXayUbsZZ/TSOHbOBoVa3S1auIDAb6YQ6hPE0YEWlH+cjxa1UNJzhLnjjiy795Um3noKr/qOlEVZ1f/9nxJAsi0ga4AjgXSMeCj2QCnUXkQ+CfqvpWArPoaUB8+XtimXPoDVyJ+RcvO15Vf9Jw2fIkAbOBR4HhatGkynDBWC4QkT6qOjUhufM0NL78mzmxRIL7DzAVc0Prh5PNBFX9vxr2fYbNQ3maKL78PbF0DoWq+rcGz4knaRGRQVQeOf6r2hM8TQpf/s2TWDqHB0TkZixUXVmMUlWd12C58iQNIjINGAQspnzkqJQHSfc0YXz5N19i6RwOAi4ATqBi5TihoTKVCIoLtrFk7lTyt64iu10f9h9+MelZbROdrWTgSFUdmOhMeBKGL/9mSiwrpH8G9FHVEap6vPs0qY4BYMncqeTlHEtpySLyco5lyVw/z+b4QER849B88eXfTIll5LCA/2/vvMOjrLIG/jszk0ZoCaFXIRTpIK4KVtxVdFfdlWYv6CKoWCgiuoptV6lWFkGkKUoRXezCZwEURFCp0lsQkBAIhIS0yZzvj/tOMgkpk5Ayk7y/55ln5p15y505d95zT7nnQm0gvozbUqGkJO4BXQI0Ah1B8vGZbFg6qdQsiSC2TOZgbhB/YNyKAqiqdq7YZtmUE7b8qyj+KIf6wDYRWUvumEOlSmWNjGpJUsIk0BEgkxAJJynhUtAlJCVMYsvyaTgcrhLf3L2Wifd8W1e+TZerRpThNyo1ZmLcipuws9WqIrb8qyj+KIexZd6KAODcS+6xRvaziYxqSXJiulEU2ZbENOC+Et/c81omKYmzy+iblDpxqvpxRTfCpsKw5V9F8Uc5xAGHVTUNQEQiMNZEpSI0onaum/2GpZNyWRJoCJCjLIp7c4+o1ZTkY72B40A0EbWalmLry5RtIvIeZp6Lr+VoZ6tUDWz5V1H8CUgvIrc5mWW9V6k595J7qBmzAoerI07ne0AGJkFrA8gkIqNaFvOMAlwDrLeepXQbXHZEYG4KVwHXWY+/VWiLbMoTW/5VFH8sB5eqZng3VDVDRELLsE0BgdeSMBbEpRirYQJwOTVjYjn3knuKdb7Uk3HAKEz9slGknpxb6m0uC1T17opug03FYcu/6uKPcjgqItd7/Y4icgOQ4M/JRaQ2MAPoiJkbMUhVV5e0sRVBrlgBo3C65pYokJw34F18y6NiEJE5wMPe+jpWhc5JqjqoYlsWGKQkxrFh6ctkuZNwumrS5apHiYxqFszZabmw5V8+5O0vsef3Z8ea90g+th8kk+rRrelw2X3l2of8cSsNAZ4QkTgRiQNGA4P9PP+rwJeq2g7oAmwtWTPLn4zUE2xYOomsrHSMO+kboDdZWelsWDqJjNQTfh2/asEDbFg6idjz+1MzZgVOVydqxqwotuVRgXT2LbymqolAtwpsT0BhFMPNwE6y3DezYenLQKWaN2PLvxzI2182LH2Z5GNpwD2gO0g+dnm596EiLQdV3Q1cKCLVAVFVv5ZPEpGawKXAXdZ5MjCO+6DAN/XUuJNuBO4GHZUrtTU5cTdCGKppVI+OzR4h5k1d3bV2UbCkrubFISJR1k0BEYnGP4szqClo5J/3/Sx3EjASY1mOJMv9JhuWTiL5+K5gzU7LS5WUf1lQUJ9KSYwj6ehvQE5/yXK/iQnvDsfrtUhJLF9XdIGWg4jcJiLZn6tqsq9iEJFWInJxIeduiakBP0tEfhWRGSISWSqtLgeMO8nKTmIUkEl2zEBHkHxsB0lHT+Fxu8hy18KT1THXCDHX8TrCbAcnk4BVIvK8iDwHrALGV3CbypyCRv5534cwYCJwyHruSVLCpYiEmyw3DgWVGzEfqqT8y4KC+pSxNpsCkzH9aAJOV00gOtd75d2HChsB1AF+FRFveV7vYh+xwGWYuMPjRZy7OzBMVdeIyKvW/k/57iQig7HcVGHVYkr4NUpOQdo8b4wADcP8Jx6znkMwSRvDMQKcCboge4QYrDGGvKjqXBFZh/GtCXCjqv5Wwc0qdfL2g7wj/1PHZrBqwaNkuU8Ch4HZoBGYxdFmAlMxf5kMUPBoKjVjVmTPmwkiN2Iuqor8ywPTp2oBXUBDSTp6nJXzhmAcKq2BX4GuQBphkY05ffIAJmQ7BYerFrHnDz/jnGUZ2yrQclDVVzE39/eBusCV1vZB4HZV7auqOws59+/A76q6xtr+wDo+73Wmq2oPVe0REl6jhF+j5BSkzb2prN4YgRHglxjhfWltDwecmPTUNKArYTUa5Ht8sN0cLDciAKr6m6q+oaqv+94YfPcJdvL2g7wjf/U4rdjCLmAAJsNzALAbGISxIAZg+kJnHBJBl6tG0HPgFLpcNSLogtFVTf7lgUg4psBtF2Ag0AvTd3YBPTC69zbAxemTfYAd1ue98GTdyq61Z84gKMvYVqG+Q1XNApZZj2Khqn+IyAERaauq2zHKJeBGHDnZSE7QDSQd/Y0NSyfRvHMfUhJ/J8udRtLR3Rj/3zdmP27FjB7HA5sxAp8LTOB0oqnJdO4l9wRrjMHLEhFZj3GE/qyqKQAi0hK4AnMnfAuj9IOevDPYPfo2Tud7ZLnfxOmsSZY7Dd/YAkzLs/1mrm1l9hnXCLIMpiol//JAScf0kW6Y+4X32duHYjGDCyEn7d3aX+fmilt5+1LeWEVpxrb8yVY6G4YB80RkI2bI/Z8yvl6xiYxqaY0Qb8Xc5HeSlHApm76ekp2FYmLq4Rhl0B9TxXwF8AXGBeu9KYwCwoI9OwUAVb0S+Bq4D9giIkkicgx4F2gA3KmqlebGkNMPjKXgkAiysm4BdlrPeWMLUXm2w3IdXz2q1RnXCKYMpqom//KgelQrq490wvQZ73NOvMrca5yYJJhDOfvlcU1nJ7xwUc45Stl9XaZZB6q6HmMvBSzemkpGA1taXEdgfMh5R4ZfYqqJzLfe/xY4FyOcOzGmYhroBuNfDHJU9XPg85IcKyJNMT9oA8wM++mWqzIgOaO21vG0XAkFMAWYhekHoRg34kxrOwzEjdP5Hsosqke1yteNGGz1taqS/MsDbx9LPr4LZDMe9ylgHaYPRWPuL9HAf4E1GEsiHHF6qBF9MrtPZaSeIClha47Hg1uB1tSMaV+q7uuythwCHu9M6Jp12+eM/JiAuQH4avVQjFsp7whSMTeNSzFlMbYBnS3/YpXGDYxQ1XOBC4EHAnldAG8/8MYIjPx85RwO3I0Z3Q0C9oDcg9NVC2QQ6Haysm6helSrAmMMea2TYE1S8JOgkn954O1jvW6aSq+Br5h7DneTE8d6BNPXqmNqsPUEuZsa0a1z9amtK98GbYJJhMkCOlGzbvtSj20VaTmISBjQlzPXkH2u1FoRAGRbEAnTrB9+BnA/RquHYwLQXTFlZuZYj25AFsg/Qafh6yfMz+dclVDVw5jADKp6SkS2Ao0JsLhTQXEAj+c0sBEj404YS2Ej4J3g77Ty0afib0HG2PP7W5PmTBwj9vxHy/S7VSTBIv/yICP1BFuWTyP52E7MSN+DwxVpWQ61rPdGYjKWwBhaB4HloFmkJM7O1U+z3B5MuGc4xsMRQuz5T5R6u/2xHJYAN2BGAik+j0qFV6uLOIEmwFCMVlacrjDEUQ1j8lXHJG+5gQNAd8vtEFKkz7mqIiItMHfZNYXvWf4UFAdQjxMTg/rVevZmmuy0nm/FjPKi8dfnu2vtolxxjPyyTyojgSz/8mDryrdJPnY5Jvvon0AEnux4pm9fuggzAK2D0aNZ2X3Kt5+auMT9GGtjJ3B3mfQlf2IOTVS1T6lfuRwpLEskb20c9Sg52UcTgY1kuTsDb5N7XsNbwLWYKSATcThDqB4d/Hnt+SFGY9Ynt+UY5+ex1YHFwCOqmpTP5xU6zyUn97wbaCeSEraxct79GEthDjn+4Axyx6BirTN8iXEHFO3zDbaYg5fykn99Z+WceG0mwM4A7sDoxyxyZyPFYmIPGcDPVItqjMPh4vSJDoiEk5yYjicrI1eNN5MtV7azp/2xHFaJSKdSv3I5UliWyPqlk3PVxjFpZL43gU3WcyY5whiOsRxGYZTDRiAzqPPaC0JEhgFHMOnMn1mPT/08NgRzY5hXUP3/ip7ngoSRy0JQJya5YJf13BOToebEZHDWs56dGLlfDhygWtQ5Rco9GGMO5Sn/2k5nKbU6cDjxxxay3FmYmOQ5wAWY2+4VmBWYJ5Hjtg5FHE7STh0yB0sYWe6BeNybQRtjsiVN3zGxrrLtSwWqahHZhIm2uoC7RWQPQbqGbGEjNk+e2jhmpDjReu1NN5uAmRHtO0O6CzmmYCfO75rA8lczy+srnRWOecXa/WGgraoeK85BIiIYc2urqk4u1hXLEY87mTPlnyfHnLmYzKRrrc8mAAsx2WkbgY5kpBT9o+bNiAoS67JSy7+s2fzNFEzQeR6wl5z+NB6jMEIwg4+xwETU8y7q2WgtDJaGud80wvS3K4DZOJ0RdLnqUXatXVSmfakwO67SLOhRUCmL5a9m4pgXQm5l4ML84dtiZsF6MJO9szAuhHkY/XgKkS2EhmZQvfqPbN6WQp/+LzBnyjDq16tV7t+xDDkAnCzBcb2w1h62JlMBPGGlRwYQIRg3odddGOqz7R0cTCZXbS1GAdPxVR7ujOl+DA4igYfyvFf+A4piDg4qufxLl7wubLOA5ihgO2ZOlHfS22MYV5Mboxh8J1c2wmQr9QBeBh7FZEReaB3TicioZmU+ybZA5aCq+wFE5B1Vvd33MxF5ByP4oKCgEdtlD4cQ3SCapIS3cbvfxOUKQSWELHcX0I2Y2YqNMOmMsZhUVrMtEkv//kns3w8jR8I//wnR9XZx5wOv8+Wif1XUVy01RMRbyGUP8J2IfEbuZSILHQ2q6vcEwXJ3DmcInqxPMX/aaMwg4BPMn9R3cOBNbfYOIryT4DohMp5aNStXJYmqIv/SJm81ZuOenAC8CPwZX++DyVhKJ3e/isTcb6IxtUt/Bdpj+t+ycnVH+hMB6uC7YQWnziuLxrRtqmXimjkS7+bOB5L4ZeNpundMYs4Lbgb823zWovtQNn09EdyZVI8M46M59/L0S0tZ+WM6Zxbay9muVs1B//5GKSxaBC1bwo6dHrZs2VFZLAhvACDOeoRaDzDuxkpCJiY7LdE8Ow5Ru0YiJ066cTrdhIZ4yMiIJ8uTTM6kNzMJzumcTVZWKi7XT3g8aTTuOJiMDOW8Ls1t+VdRkhN353JhmwltMzGDDSfGApiOw+Fk/TdjAOja+zU87jcx9xgBWuNw1SC8xirSTx0motY5gJJ6sne5uiMLK9k9RkROAZ2tqfNJ1nY8Jr01aLjzgdeJrreLF19KY+uuHbTq8RA7Vj5LRuoJdq1dRGbG7cAuTpy8lb/0e4OIiFOEhycRGjoDiKVOnRmEhSXRrt0MqlWLpV27GTidKcyfDxkZsHo1uN1GQbz7bo4FEcyo6rOq+izwm/e1z3tBs2hTUVSPjgXpAvwK0oWQkHD69DnGokVp9O93kkbtWtLz5v8SEhaNyF3ALkTuonatmmQeeZWrrmhG3xtTiG2dSa+L03hzWrot/yCgTso3ZXJep9OFiAkci4wnNNTJokVJNG2aSpMmyQwYkMSiRanceGMyI8fOoWP7pvQa+AqX3DqTmnXbgNwD7MSTdSsuVwQ9B06hW5/RdOvzeLknu4hq4YMAEXlRVceUR2N6dD1H135d+nPr6rUdzNQ305g4EZo3h/79YcFCByvXtCHhULyVO2zcRRERsdxwfToff+KhXTvYvBk6doQtW6BePXj6afjqK/j8c6hTB2rXhpAQ8/m770JMDCQkwNAh4cRvn17q36U0cMTc8bOq+lXWRER+UdXuRb1XGsR26qqT/lfsGo9Fsn/7bzx5880kJ52ges3a/Pv992netn2+n4mcZOaM0zgc8OSTkWzb5sHpDCErKwNTgTXHzVizZhppacq8eTB4MEyfbsv/bGgXFq5vN2hR2qfNl4umXo5c0KtUznUk/iR3PvA6v2yMIzk5jRbnRBIX56FxYwcHD6YQGgoikJhYDYfDBWTSqpWDI0eVuev2MWns1wCsWvBArnuR09WJngOnlEobfVk572a/5O+PW2mRiOTtCCeB/arqLlHrypnunZux+INdbN/uYeRI8wceOMDDd9/so2ePDqxeNwm3ewQOx3hatHCwY6eHrCw4ehRCQ+Gcc2DMGJg/Hx5+2CgDjwcmTzZupT5XOzh8KJTFH2TQt5+HxR846N65WUV/7bNCRK7BpOc0FpHXfD6qiYmilTq1nSe5vvaXpX7e6FtGkHLqFuAxUk6NZ+wt/Tm+exIAfSa+wN+uOWLJLZ3ly0NZ/IGD9Rsi2L79XuAxPJ7xOByzUB2P6mOIjKdtWwcdOypffQULFpg+smABDByILf8qhtczMfVND3fdBR07pvD88zB8OFxzDdx0EwwdGgk0xuO5DhjOzp3jCQl7L1sxQOCtAeOP5fAjZh2GjRiHWCdMgm4dYIiqLi3ieCdmhsdBVS00A6qsLAevZl+9bidXX63Zf+Dj8bHMmTKMAYNms2rtNqKjhAYNk2nbFq6+Gp591iiIDh3gySeNQrjjDrj2WvjmG7jySvjqK+GiHq2Z+OydjBw7h182xtG9c7OA9jn7M3IUkS6YVJxngad9PjoFfOtdNrI0qd+yvQ58/p3SPi2v33YJJjCYM+of9u5KAGY9cCmz8lgKISEuMjMzyWspREY6SEnxEBnp4LXXUqhZE267zfSPzZuhTnR4UMQcAlX+pWI51KpJ+LAhOJo3xWchyzMIrROGhIaV+DJZHiXheBIZGVmoKjEx8PHHy2jTpjsNG9Yh0wqdioDLBZmZgqpg+pMTk/hwiLDIaFQ9ZKYlox431kwBxOEiJLx6od+hMFTh8NE05n15mOTUrFyflablsA+4R1W3AFjFs0YBzwMfAoUqB0ye9FbMiKNCcTlDWLo0k08+UaKjQvlq4Z0AREScokb1TNIzMtmxw7iOJk6Enj0tF9QC+Pe/ITYWnE4zEvj0U0g61oYda3JuApUhS8mLqm4ANojIPFUtl3zL0yfTWP9FYetHlYyQsOq4M3JG/a7Q6tnXiazVjAULd7B5U46l4HafaSk4nQ6uuSaFgQNNf5gyxcSYQkPN8+FD4RzcHJhupJJQEfIvDcKHDaFe967UdoVgplrkT2TzGhBZ8gyznbsP06ypg9pR8PvvEBkJn332HW3adKF58xjS0yEsDKKiIDERTpxwoBqKqaVUHziC0+UgomYDUpP+IKtaQ5/3TxFRs0GJ2wagqtSpc4pbgWkf/V6ic/ijHNp5FYN10d9EpJuq7insxwcQkSbAX4F/YxLHKwSv2Tf9LQ8LFsCePdCmdQYjx84hIzOLmAa7adnK/Mn37DF//u3byXFBDTQjxKNHjftg0SIzGqhMyiAvPpMg8/2TBdMkyE5XjmTT1xPJTJ+O01WN0NBkfvrgZsIiImjU8T6WLttP0gkP3glHqo+hOh2XawZu93REHIiksHy5cRN4+wNAerrpM+nplSuBJ1jl72jetEjFUBxSUlIYePM9HPj9EGlpGdxzzyBax7bk3/8ZT2bmaapXr83YsWNZv34Dv/22lSeeeIrw8DBmzpxJfPxGnnnmVTIzs4iNbc/YsU+gmsnrrz/FypUrCQkNo9fFvbl/6L2sWLGWmTPHkZmZTq3aYUx+fQ4xMfVK3G4RITS8Bg3rlrw6tD/KYbuITMUsYgBmWugOq1prUSOKVzD/uALrIvjWVmnWpI4fzSk+v2yMY+qbnuwb/b33Api0UxF45x0TUBwzBhwOYyVkZJgYw003GWXhdEJSEpw8CSdOQJcOzcukrQGE1wX4gPXs9ffcCpwuiwuWVSozNMSUKYDGHQfT6+J0ywJIZenSV7n2GrFiDDmWQrVquS2FPXvM4OHxx+Gyy3IsBoA2rR3E1Kp0/aHc5V8aGEVesGKIP5bA0JEjWL9jO+d17cTM+TOpX7/gm/CXX31Dw4YNePnll3G50nA4k7nxxoeYNGkytWvXZtmypcyY8V+mTXuaDz9cyIgRD3Peee05ejSd++9/liVL/kudOs0ZPnwsH320kKuu7suKld/z+bKfEBGSkk7iJJWuXVsza9YKROL5+ONZvD39dUY/8fxZ/hbC2ehIfxxad2Ecto9gpurtsd7LxMznLqhhfwPiVfXnwk7uW1ulbp2yqa1jAtIOEhLMH93lMlZARIQx/XwDih6PcR+1awd795oR4po10KVDMy7o3obQkHDOjW3D4tkjy6StgYKq7rcmQvZS1cdUdZP1eBy4uqLbV1KOJ6YxcGCORZiervTt52Hw4BScTpO63LbtDFyulFz77d1rnpOSYPlySEuDH74PZ9/esOzYVWWissp/6MgRdNqwgV+TU2j/4zoG3TSo0P07dTyXr79ZwYsvTWDrtl85cuQPdu7cw5AhD3DTTbcwffpMEhLiCQkxiSqZmcaVtG/ffho2bIzT2ZyTJ6FPn7+yevUGouqeQ1hYOP8a8zBLv/qE8PAIwqvHkHBsN8OGXc7NN1/JO+/OZdeObeX0ixRMkZaDqqZihl2T8vk4uZBDewHXi8i1mMpSNUXkXVW9rUQtPQvmTBnGnQ+8zpD79hMaKqSmpnHllSae8M478MUXxjLYvRs++SQnZfXLL417yZ0ZzvZdR+jRtTmbVk4I2EBjGREpIhdbM14RkZ6YaZxBSXRUOAsWGAUxf76R+6OPmsFCw4Yp1K4NbdtCtWo52Ue+g4eaNY3l8MP3lSvGUAiVSv7rt29nVlaWKZ/pdtNtw+bsz9yZWeyNi+d0ajrVIsI4p1k92rSJZd2ar5k5ZxFjx06hd+8LaNmyJbNmzUTE9J/ISKMUMjONgkhMBIfDuBlr1zbKYouJ2BISGs7CD5exetUKPv/0Q96bO4PZ85YwcdJE7hr0IL3/fA0//fg9b7w2vkJ+H1/8WeynF/AM0JzcJXsLzbOy5kaMsc5xOTCyvBSDb96xN3PINz5Qvdmd9O9vMgxuvx2WLoWw0DDCwgTBw8mTmTz4oBIdFU6XDvVpds4BK9Wx8pTHKAb3ADNFxKsRT2CWQgtKvlr4FFcPeJ5PPkmjcTOEZQAAH9xJREFUXj1o0QLOPde4Dxctgl27jAtp82Y4cMAMFkJCjJvxwAF46SWjIL79pnLFGAqhUsm/a9u2TN6wgeFZWUx2uTivS8fsz/bGxeNypdGsGZxITGNvXDyRERAdHcUjD95DZLVqvPf+Qk6cSGTjxo106dKZmBg3P/ywn1atWhEWVo3ExNOcPAkXXdSCQ4cOkZh4gHr1mvL555/TrVtXUlKSSUtN5bIr/kKXbj3o09skDSWfSqJ+/YYA/O/D+fm2vbzxJ+bwNsad9DMm/yrg8c07zu+G/qfuLVmwYHf2qPDCHq0IDXESXW9X9jyF4/Gt+XLRv6jXdjCPjjLxir79PAwd4lcZ+0qD5RbsIiI1ManPJSnCVq7kHRz4phl3aNeItrGNWb12N2lpEB9vUpZjYsguh/LnPxtFcNll3uQFB8uXh3LZZRnUrGn6x3ldKl2MIV+CUf6FMXXiJIaOHEE3n5iDl9Op6TRrZgYDtaMgbn86X3+zmsmTX8XhEFwuF2PGPI7L5WT8+EmkpCTj8bi57bab6d69FYMGXcdzz71IaGgYHy6eyXPPjeXOOx5HyaJDh/YMvOkWUlKSefC+20hPT0dVefzJFwB44KHHeGTYIOrXb0iXrj34/feKv8/4M89hjapeUB6NKa15Dt4Z0QXNVs3Psuh0yah8j+nT/4U8SiM26C0HP/Pcb1PVd30KsOWiLMowl5b888rMe2Pv28/D8OFwwQU57qLly40S8LqZvvjCJCVkZkJ4uLEYLrmwTVDNYymKQJV/acxziJwxhdj69YveL59U1p27D+NypVE7Ck4kwskkYyV601FPnYIaNcz28eMm/gRmToE38CsCglCtWhhNGtXh90PHst1UWc56iKN8FzQ6fHAPY6ftyvVeac5z+FZEJmDmNPhWZfyluA0tL7wzovPOVvYqhZ83mNiDx6NFHuONVwwdknNTqCJ4/coVsALP2eGbnda3n4eP/pdG337GOjh1ilyB5mXLjHXgncz2zjsmKcFbDmPokPDswUCwDwqKSdDKv6Sc06wee+PiiYszN3OPJ42oKGNJREWZLEXvdnS0yVwEk9jSsKFREnFxQpeOLbLP2bpVw+zX2+OCq0itP8rBazX4ahoFepd+c0qHgm7oXnfTm9Ny5jt4i6QVdEz9erWq2k0BAFWdZr0cp6YofdCQV9FHR+WUNqlRI3eguZU1v2XXLqFNa8Hj8WQHoCtDGYySEszyLymuEGeum/nGLftITNRsy8HpNM9RlmXhcgkiSliYUQyJiVAtouSzrgMNf7KVCkxXDVQKuqHnne9g5jaYOEJVVQJ+sFlEjgArgRXAD4Hud86r6L9aaFxCQ4eYmEPCH8J9g3/HnZVBWppy+FA4S+Y+youvLs7OaEtPV2JqNa9KlmJBBJ38S4vWLRuxc88hTpxQRIwCSEqCU0nGbdS6ZR0OHEzg5Ml0Tp6EyGphtGxe8olrgYY/2Ur1gf8AjVT1Gqt8xkWq+nYRhwYcviNK7+hw3rtCSIiJUwS7L7ksUNVYEWkGXIKZGPVfETmhql0ruGkFkp+i90fxX3axPTjISzDKv7SIiAilc4cWhe7TJrZR+TSmAvDHrTQbs0LFk9b2DmABJospqMg73yE9XTl8SLj0sgz6Vd1U1UKxSqD0wtwcugBbgO/L4lrJWw+zqvu/y+LUNiWkPOVvE1j4oxxiVHWhiIwBUFW3iARFSmte8htR1ms7mH79qm6qqh/EAWuB/6jqkIpujE25Y8u/iuJP+YwUEalDThGuCynZguMBiW9pjaocgCyEbpgFlm8RkdUiMldEymedwiDkeJab0UfiuOHATkYfieN4VtAvfRA08j+e5SbR42ZXRhq/Z2bgLiJNv6J47eUXWfXDd8U+7qcfv2fIvTeXfoMKwB/lMBz4GGglIj9gOkqlidLNmTKM4/GxDB0SXilr5JwtVunmORjX4jfAZcBTFdqoAGZcwiEuSE9lo3q4ID2VcQmHKrpJZ0UwyX9cwiHCVGkPRKqHP9wVV2lcVfF4PPl+9tCjY+jZ6/Iyb4PbfXYDE3+ylX4RkcuAtpiVKLYHU333orCzlApHRNYBYcAqjK/5Uqsgmw1mtDou4RDbMtJpFxrG1ow0FmKWdBkBdM5IL+IMgU0wyX9bRjo1gVDMygib1YNbFddZlCYdPeZZmjdryv1DTcWQZ54bR40a1fF4PCxatIT09Az+/vdreXbs4+zbF8e11w3k8ssu5scf1/HR4rk88+w41v2yHkH4699v5a5BQxkz6gEu7301V19zPZs2/sJ/nnuC1NTThIaGMuudj3CFhPDsUyPZvGk9LpeL0U88zwUXXZKrXSdOJPKv0cM4cGA/4RERPPfvl2nbrgNvvDqO+CN/cPBgHFFRdRgx6vESf/cClYOI3FjAR21EBFX9sMRXtQkmrlHVoxXdiEDFayksBCalp7JXHExCGYGpVNnuLFYbCxCCRv7tQsM4CWQARzBK4g93Jk1CQrP3iT+WwOCnRrBh23a6d+/EnFmFl+y+acA/eHTEk9nKYdEHSxg96mG+/+FH1qxehqpywz9uZcXKVTRr2oTt23cx863X+e8bE/j55/UcPHSYTetN/H7t5qRc587IyGD4Q/cy+bUZdOrcneRTSYSFR/DObDPF5OMvvmfP7h3ce2c/vvj6p1zHvvHKS5zboTNvTHuXH1et4PGR9/PRp8sB2LJ5A/MWfkZ4eASHD+4p8e9ZmOVwXSGfKWbGtE0lJ1huDBXFtox0FgLHMSl8x9Vj0vtEaB8azuCoeow+Ese2jHRahoQiwM7MdESVVCBKHLxYvymtQs9clCWvVTI6phHRzvItvxDo8vf+RpvSU1FMmejNmIU4mwL71cOujDTCxUEDVwiDnxpB3SYbmPpIFosXr+POuwfx5eefFnj+bt06E380gUOHDnP06DGiatdm46YtLPu/7+jew0wBS05JYefOPTRr2oTmzZty4YVmvnDLli3Ys3c/wx5+nL9e+xeat809b3jf3l3UrVufTp27A1C9hlks8+d1P3LbHf8052jVhkaNm7Jv7+5cx/7y8xpenTIbgAt7XsqJxOOcOmWUT+8/9yE8PKLkP6pFgT1NVe8+67MXEzuV0aasKekNt6Dj2oWGMSk9lQXAAOBOzGpYcarszUjnlWN/cEWmUSC9M9LoA3wEjAd+Ai5UD2OOHGBh09ZnXDOvVTIu4RDj6tsJE748Hf87cZnGdZeFsRbqYBa6jgNisBbftGIQ63/bzpuPZJnsxL5uhg7dXNCps+l74/V8sPgT/jgSz8AB/2Df/jgef+xh7ht8V6799u2LIzKyWvZ2VFRt1v/8HV8t/Zb/Tn2b0Igl/Hvc69mfq2r+CxP5EUjPryae90wREdXO+KwklGz1aj8QkaYi8q2IbBWRLSLycFldy8bGX0oaMC7ouNExjVgTFsFxYCSmRv3fMKtjDVQPuzPTGYGJQRzHuxCped5gHXNC8w9cbsvIOXaEtW2Tm72Z6dQF/gnsxCiHNMANeDCKwRuDSFMPXdu3ZfEHTpOduNhF924dCzp1NjcN+AcLFn7E4g8/pl/f67j6qt7Mmv0eyclmOZuDBw8TH3+mgZWQcAyPR+l743U898wYftuyMdfn57RsTXz8H2zaaMrUpSSfwu120+NPPfnk4w/M99u7i0OHfuecc2JzHdvj/Iv4ZInZ56cfvycquk625VFalKWN6gZGWAHtGsDPIrJMVX8rw2valBKFxJwAgjbm5HUD+Rsw9loMv1gjeO9xrdJT+WvcdtIx0VqArhi3xgxrv5HAVOt97zjvEsyoNhozMpuA+ROOPhLH4Kh6TE+Mz7ZOWoaEMikjrULiF4Eqf18LrpkrhHSMhfA+5rf+EPA6VAT4A2iAiUGEiTD9+UkMfmoEQ4fkxByKokOHdpw6lUzjRg1p2LABDRs2YOvWHfS8+BoAqleP5J05U3E6nbmOO3jwMIPuHZZd4PPRkbmTvEJDQ5n82gxeePZx0tPSCAsPZ+bcD7n5tkE8868RXH/NxbhcLl4c/wahYbll/8DDo3ly9IPccO0lhEdE8OKEKcX7If2gyJLdpXYhkSXAG6q6rKB9SqNkb0VRlLsiEPzHXi6O2+5PyeZZhXysqlrqC76Uh/xHH4njgvTU7BvumrCIQl013v1nY1xGI4GJwEzMijcbgc4+7y/EuJe827OAu63t8cAXwLcYpTATc+NaiMkPny8OblJPdtu+Dw0nRKTU+0wwy99XfldgbvoOjGxGAfu++IKaMTGAWcc4BDNKdQFOEZqGmJtsfiW7y5qKqMpaJiW7S3PkICItMJNp1uTz2WBgMED9CrpZlgZF+YeDzX9cETGn8mB0TCPGJRyis88NtzC8lsZUjCLoBnTCZMSMJGeGmNdSeNfarzUQhalxP5IcV9J71utRwDSMonBiXEyJlmLwWidzMjNYkk8sojwIVPn7Wn6JGDkI5vf0uu682f0KtMG4lTKA3wJ0UlygUubZSiJSHVgMPKKqSXk/V9XpwHQwIwd/zhlIeC2CX/O4HTpl5K5ynDf/vXV6KqOPxFWoBeEvIvJXoANmLXAAVLXIVXlEpA/wKub+N0NVXyqzRvpJtNNVLKXsDTiHYSyEuRiL4GfruZP17LUUOluPbRgLYqPP5xMwCuMQxjKIEgeT1MMG6xh89g2kNNhAkn+70DAmpKcyCvNbeq2CCRgFkQR4Pe+ZGMuivvUcLmUWYq2UlGm2koiEYBTDvGD1UXvxKoHf0tOIECEVJQLhhHpoCnTELHCRgDFz01Rz3fxD1Hx+HONvrgnZgc1AtiBE5E2gGsaKnwH0wyTaFHWcE5gC/AX4HVgrIh8HW8zJa2mkWsp/GmYkmoJxC6UD64C3MHdA77bXYnACtwKxQC0RGrpC6ezOpF1oGC9aMYZf01OZ67Nva6BbWESRVk15EGjyHx3TiDsO7mYeZlZuAnAaI4tpmEwwrwZzAckiHFPNTmW18R+/hqwlGTmIydF6G9haFksKljdet5AAR1XJBGqgtMSshjTX2i8T42N+DJiQnsroP+I4kpVJKlALWIYpczubnIBoQfGIAIlT9FTVziKyUVWfFZFJ+Gc1/gnYpap7AERkPnADEFTKwWtpDDiwkwHqyRVbGEjBMYvRR+KYZPnGuwBpBew3rn4zv/etIAJK/tFOFx3CInLFjWYDd2DFHDDKOwtomc/cERv/KdLOskYOAzH1lAToD/izunov4Hagt4istx7Xnk1jKwJvIbVf0lPZAHjXRp1vPf9svU7GWAQh5KQrjgIOZmVyBya18TpMquMojA/U6zrwKp6v1UNCeiq3HNzN6CNxPH/0YCDU6Um1nk+LSCOM/jvHj+MaAwd8tn+33suFiAwWkXUisu5EVuAW+32xflMWiIPWmEJDyRjFUNDo3pvi2lkche5X3H0rgICTf97f65m6TXhfhFhMJpgbaOwzK9qmZPgzDC3RyEFVvydnXkZAUJKRuPfG/RvGvzwX49+8HeNT3kROtspkjKLw+j8nYHKtvcGy4Zi0xsmYH36+OHgxqh7DjxxgIXAvJkd+OCZoPRP4HxVep+dTEamN+Tq/YOJNM/w4Lj/ZnxFTCpaYU6vQ8HwnqhVEcWIbxY2DlDMBJ//8fq/FTdsAEOkMIda2GEoFfyI0JR05BBwlmQDlnYiUTs5NfhQmU2IURjl4s1GGY2qZf4FRAl9gXEmTMUHICdZ5PsUolAHq4eE/9hOGsSLWWefwKgO39b43gFlBAcrxqnpCVRdjLMZ2wAt+HPc7poKBlyaYr2ITXNjyz8OhQ4fpP7D4Idl/jXmYXTu3FbrP/Pdm8b8P5xe6T3nhj3LIO3LYR45XJagoyYzTdqFhTMKM9L03+ckYv+ZkcrJVDmHy2B2Yusbx1nMa8AkmIDkb405qAnyAUS4hwHXqYb44yMT8yF5l0D40PBDcDau9L1Q13Vo/eHUh+3tZC7QWkXNEJBS4CVP63Sa4sOWfh0aNGrJowZnTQIoqkf3Ci68S27pdofvcdMvd/P3Gm86qfaWFP26l8aqaDiwWkU8xQem0Io4JSLxpicWZcerNVtH0VD7FuJWiMaP6TzHZEhuBNzEzM5XcqYuZ1j7j6jahe0Qko4/E0SU9lSyMcukBPI1RFnMbt8qVg/+vCkxzFZEGGB9xhIh0I8dNUBOTvVIo1oqBDwJfYRJxZqrqlrJqr03pYsvfUFDJ7tlz3mfT+u+ZPed9Pv9iGWlpaaSknGbZVx/y4EOjWbFyFee0aIbHo9x91y3063s9d9xyPY89/iwdO3fjvE7NuP3OwXz37VLCwsOZMu1dYmLq8car46hWLZJB/3yQ/fv28MxTI0g8fgyH08krr8+kTkxdHrzvNk4mncSdmcnDw5/gyr+UTSjXH8uhpCOHgKMkgT+vf9OF0ATzD/E+K+YHjALahYTxcbO2vNGgOQvEQSwwD5NadxewIOlYrja0xSiXF8lRVN5rLWnamnH1m1X0/IerMXquCUaPTbIejwJP+HMCVf1cVduoaitVtSsqBheVUv7xxxK4+u4HqNXkfC674iaOHIkvdP+bBvyDhYs+yt5e9MESzu/RLdc+q39cy+yZU/h62f/48KNP2b//ABt/Xclb015h9Y9r8z3v6dMpdOnWg/99toIe5/dk0fy5Z+zz2PD7uOW2e/jfZyt4f9EX1K1Xn7CwcF6fOpcPP/6WOfOWMP4/T+dbhK80KGyG9FmNHAKRswn8tQ8Lp4uVjz4JSAoNJ1SEYxnp1PWZaesNXN5wYCfr1UMjjJPWG0z2tsEbHL/Sz5m65Y2qzgHmiEhfy99sU4WorPK/feRYftpwPu6s91n942QG3PQQy78t2EueX8nuZk2b5NrnL1deTnR0FADf/7CGfn2vx+Fw0KBBfa64/OJ8zxsSGsrlva8GoEPHLmcsG5qSfIojRw7zl6v/BkBYmAmyZ2Zm8vKkF1j302ocDgdHjhwmISGeunXrl+j3KIzChqZXYwa93pGDlyT8HDlUJvKWXXiqCJdPUS6sAM9Q8eUHEXkbaKSq14hIe+AiVX27ohtmUy5UKvlv3P4b7qz3gUa43cNZv6FrkcfkLdmdl2o+Zbr9HcWHuEKyy3U7nU6y8sQrCjrPp0sWcfzYMT5Y8g0hISFceWlXMtLLJouxQLeSqs5R1SuAu1T1Cp/HDcE+27kkFNflE+C568VhFsZv7P0CO4BHKq45NuVMpZJ/57btcTlNaonLNZmuXboUeUzekt2FcXGvC/jwo0/weDwcORLPd8t/KFE7q9eoSf0Gjfi/pZ8BkJGeTmrqaU6dOkWdOjGEhISwZvVKDh08UMSZSo4/MYcfRORtEfkCQETai8g9ZdaiSkKAxQ/OhhhVXYiZsoGqujETUG2qBpVK/u9MfJY/dVlLjepduejCDSyc/1qRx+Qt2V0YfW+8jsaNG9Gp68UMuX8EF/zpPGrVKtk6C+MmTuXdOdO54dpLuLn/NSQcjee6G/qxefN6+t3Qm08+/oCWrcquMGORJbstpTALeFJVu4iIC/hVVTuVdmOCuWR3MOFPyWYvIvId0BdYpqrdReRCYJyqXlba7bLlXz5UZvlXe+t1Yus3yH+FNR/KsmR3cnIy1atX59ix41zQ8yq+X/4ZDRrUL/eS3arK4YN7eWZ6KZfs9iFGVReKyBjrgm4RCdqRg02xGY7JT28lIj8AdTHF12yqBkElf8/+A5yoU4faPj798ua6G27hxIkkMjIz+NcTI2jQoPSDxUWhqmSkneLw0ZLPOvBHOaSISB2sqe/WyOFkia9oE1RYK/ldhimCKcB2Vc2s4GbZlBPBJv+0198kftgQEpo3RQop0R3qPoGUUcWBqVNeybW9bdseAP5ILD9lpQqHj6Yx78vDJT6HP8qhxCOHQKznb1M8RCQcuB+4GDNAWCkib6pqUE6EtCkeQSf/k0mkvTC+yN06T70cuaBXOTQoh/teCq6S4UUqh5KOHCpLPX8b5mKKXb5ubd8MvIOpzmtT+bHlX0UpUjmcxcihUtTzt6Gtqvrm+30rIhsqrDU25Y0t/yqKP6msczEL/bwOvAG0x4wcisKveu42Ac+vVpwJABG5AChZ8rZNMGLLv4riTyrrhjwjh3zfy+e4/sDVqnqvtX078CdVHZZnv8HAYGuzLbC9eF+hUGIwde8CmYpoY3NVrevPjiKyFSOXOOutZsBWTN67qmrngo4tLiJyFNhfWucjOOQP5d/OQJX/KUr3/x+IBEKf9Ev+/gSkfxWRC1X1RyjWyMGveu6+i32UNiKyzt987ooiCNrYp7wu5O8Ny1+C4LcFAr6d5SZ/TDwzUH+HUiHAZZ0Lf5TDBcAdIpJr5CAimyh85JBdzx04iKnnfsvZNtimfFHV0hzJ2wQZtvyrLv4ohxKNHCpLPXcbGxubqog/qawlHjmo6ufA5yU9vhQoE3dVKRMMbQxWguW3DZZ2ljVV4XcImu9YZEDaxsbGxqbq4U8qq42NjY1NFaNSKgcRaSoi34rIVhHZIiIPV3SbCkJEnCLyq7U+t00pYMs/uBCRPiKyXUR2icjjFd2eskJE9onIJhFZLyLrKro9RRG0iwwUgRsYYZX+qAH8LCLLArR0x8OYvPGSFX23yQ9b/kFCFSyzc4WqVvQ8B7+olJaDqh5W1V+s16cwf76Am50tIk2AvwIzKrotlQlb/kFFdpkdVc0AvGV2bCqYSqkcfBGRFkA3YE3FtiRfXgEew1ply6b0seUf8FSlMjsKLBWRn63KEAFNpVYOIlIdWAw8oqpJFd0eX0Tkb0C8qv5c0W2prNjyDwryW+SgsqZQ9lLV7sA1wAMicmlFN6gwKq1yEJEQzI1hnqp+WNHtyYdewPUisg9jSvcWkXcrtkmVB1v+QYNfZXYqA6p6yHqOBz7CuNQClko5z0HM+oBzgOOq+khFt6coRORyYKSq/q2i21IZsOUfPFhr0u8ArsSU2VkL3FLZqimISCTgUNVT1utlwHOq+mUFN61AKqvl0Au4HTMaW289rq3oRtmUG7b8gwRVdQPeMjtbgYWVTTFY1Ae+t9bC+An4LJAVA1RSy8HGxsbG5uyorJaDjY2Njc1ZYCsHGxsbG5szsJWDjY2Njc0Z2MrBxsbGxuYMbOVgY2NjY3MGVVY5iMjlJamEKSKNROSDAj77TkR6WK+f8Hm/hYhs9vP8j4jIHcVtVz7neVBE7j7b81RWbPlXLkTkLhFp5Md+s0Wkn7/vl0K7grYfVFnlUFJU9ZCq+tOJnih6l9xYE4IGAe8Vu2FnMhN4qBTOY+ODLf+A5S6gSOVQAQRtPwhY5SAikSLymYhsEJHNIjLQev88EVluFa/6SkQaWu9/JyKviMgqa/8/We//yXrvV+u5bRHX/VxEOluvfxWRp63Xz4vIvb7aX0QiRGS+iGwUkQVAhPX+S0CENflqnnVqp4i8JWZ9gaUiEpHP5XsDv1gTgxCRWBH5P+s3+EVEWlkj3uUislBEdojISyJyq4j8JKZWfCsAVT0N7PP+DsGGLf+qK3/rN94mInOs3/YDEalmfXaG/MWM+HsA86zfPEJEnhaRtVZfmC4i+dVwKuj6hfWxcdZvvUNELrHer2bJY6OILBCRNSLSI+j7gaoG5APoC7zls10LCAFWAXWt9wYCM63X33n3By4FNluvawIu6/WfgcXW68uBT/O57uPAA9Zxa4GvrPe/BdoCLXzOPdzn+p0x6wj0sLaTfc7Zwvqsq7W9ELgtn2s/Cwzz2V4D/MN6HQ5Us9p9AmgIhGFKDjxr7fMw8IrP8U9i1jWocHna8rflXwzZt8AU3+tlbc8ERvoh/x4+54j2ef0OcJ31ejbQL59rzgb6+XGNSdbra4H/s16PBKZZrztWln4QyIv9bAImisg4zJ94pYh0xPz4y6yBgBM47HPM+wCqukJEaopIbaAGMEdEWmM6XEgR112JMcP2Ap8Bf7FGLS1UdbuYEtBeLgVes665UUQ2FnLevaq63nr9M6aj5KUhpoQAYhapaayqH1nnT7PeB1irqoet7d3AUuv4TcAVPueLB9oV8X0DFVv+VVv+B1T1B+v1uxiZfEnh8vflChF5DHMjjQa2AJ/4cd22RVzDW8TRV4YXA68CqOrmytIPAlY5qOoOETkPo6FfFJGlmEqGW1T1ooIOy2f7eeBbVf2H9cf+rohLr8WYqHswxbFigH9iBOnPNQsi3ed1FpYLIg+pmJEB5F/KOL9zeXy2PeSWabh1zqDDln/Vlj/5y1IoXP4AiEg48F/M6P2AiDxDzu9aFEVdw/tbZ5HzW/vtsiKI+kEgxxwaAadV9V1gItAd2A7UFZGLrH1CRKSDz2Fev/TFwElVPYlxRxy0Pr+rqOuqWY3qADAA+BEzkhxpPedlBXCrdc2OGNeCl0wxZaOLw1Yg1mpHEvC7iPzdOn+Y1+9aDNoAfmVHBBq2/Ku2/IFmXjkDNwPfU7j8T2GsRMi5sSaIWdOjOFlIRfWx/Pge018QkfZAJ5/PgrYfBKxywPzAP4nIeozP7AXrj9sPGCemuuF6oKfPMYkisgp4E7jHem88ZuT5A8ZE9IeVwBE1wZyVmBrz+d0cpgLVLTPyMUy1RS/TgY0+gSh/+ALjqvByO/CQdf5VQINinAtMddL/K+YxgYIt/6ot/63AndZ3jwamFiH/2cCbVn9JB97CuFf+h7EG/cKPPpYf/8UolI3AaGAjcNL6LHj7QUUHn0rrQZ6AVLA+MK6T1qVwnm7AOxX9fWz52/IvQdtbYAX9g+GBGXSEW69bAfuA0GDvBwEbc6jCPI4JSO08y/PEAE+dfXNsyhlb/sFHNeBby30kwFA1FsjZUOH9wF7PwcbGxsbmDAI55mBjY2NjU0HYysHGxsbG5gxs5WBjY2Njcwa2crCxsbGxOQNbOdjY2NjYnIGtHGxsbGxszuD/ARIIAOkMn4wLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# https://scikit-learn.org/stable/auto_examples/tree/plot_iris_dtc.html#sphx-glr-auto-examples-tree-plot-iris-dtc-py\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
    "\n",
    "n_classes = 3\n",
    "plt_colors = \"ryb\"\n",
    "plot_step = 0.02\n",
    "\n",
    "# 加载数据\n",
    "iris = load_iris()\n",
    "\n",
    "for pairidx,pair in enumerate([[0,1],[0,2],[0,3],[1,2],[1,3],[2,3]]):\n",
    "    \"\"\"\n",
    "    pairidx 0\n",
    "    pair [0, 1]\n",
    "\n",
    "    pairidx 1\n",
    "    pair [0, 2]\n",
    "\n",
    "    pairidx 2\n",
    "    pair [0, 3]\n",
    "\n",
    "    pairidx 3\n",
    "    pair [1, 2]\n",
    "\n",
    "    pairidx 4\n",
    "    pair [1, 3]\n",
    "\n",
    "    pairidx 5\n",
    "    pair [2, 3]\n",
    "    \"\"\"\n",
    "    # 只用前两个特征\n",
    "    x = iris.data[:,pair]\n",
    "    y = iris.target\n",
    "    \n",
    "    # 训练数据\n",
    "    clf = DecisionTreeClassifier().fit(x,y)\n",
    "    \n",
    "    # 画出决策边界\n",
    "    plt.subplot(2,3,pairidx+1)\n",
    "    \n",
    "    x_min, x_max = x[:, 0].min() - 1, x[:, 0].max() + 1\n",
    "    y_min, y_max = x[:, 1].min() - 1, x[:, 1].max() + 1\n",
    "    \n",
    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, plot_step),np.arange(y_min, y_max, plot_step))\n",
    "    plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5)\n",
    "    \n",
    "    z = clf.predict(np.c_[xx.ravel(),yy.ravel()])\n",
    "    z = z.reshape(xx.shape)\n",
    "    cs = plt.contourf(xx,yy,z,cmap=plt.cm.RdYlBu)\n",
    "    \n",
    "    plt.xlabel(iris.feature_names[pair[0]])\n",
    "    plt.ylabel(iris.feature_names[pair[1]])\n",
    "    \n",
    "    # 画出训练点\n",
    "    for i, color in zip(range(n_classes), plt_colors):\n",
    "        idx = np.where(y == i)\n",
    "        plt.scatter(x[idx, 0], x[idx, 1], c=color, label=iris.target_names[i],cmap=plt.cm.RdYlBu, edgecolor='black', s=15)\n",
    "         \n",
    "plt.suptitle(\"Decision surface of a decision tree using paired features\")\n",
    "plt.legend(loc='lower right', borderpad=0, handletextpad=0)\n",
    "plt.axis(\"tight\")\n",
    "\n",
    "plt.figure()\n",
    "clf = DecisionTreeClassifier().fit(iris.data, iris.target)\n",
    "plot_tree(clf, filled=True)\n",
    "plt.show()            \n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "toc": {
   "base_numbering": 1,
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